Dataiku Solutions

Several Dataiku Solutions use and distribute third party software under the following licenses. To the extent that Dataiku Solutions leverage the technology of the Dataiku DSS, the list of OSS components used and distributed by DSS is also applicable.

Note

Some of the mentioned third-party Python packages are installed in a code environment by the user, and not directly distributed within the Dataiku Solution.

Batch Performance Optimization

Frontend libraries

• @vue/compiler-sfc

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/compiler-ssr

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/runtime-dom

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/server-renderer

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/shared

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• Async

• Project: http://caolan.github.io/async/

• License: MIT License

• Copyright (c) 2010-2014 Caolan McMahon

• asynckit

• Project: http://npmjs.com/asynckit

• License: MIT License

• Copyright (c) 2016 Alex Indigo

• axios

• Project: https://axios-http.com

• License: MIT License

• Copyright (c) 2014-present Matt Zabriskie & Collaborators

• Babel

• Project: https://babel.dev

• License: MIT License

• Copyright (c) 2014-present Sebastian McKenzie and other contributors

• call-bind-apply-helpers

• Project: https://github.com/ljharb/call-bind-apply-helpers

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• clean

• Project: https://github.com/kaelzhang/node-clean

• License: MIT License

• Copyright (c) 2013 kaelzhang <i@kael.me>, contributors

• csstype

• Project: https://github.com/frenic/csstype/

• License: MIT License

• Copyright (c) 2017-2018 Fredrik Nicol

• delayed-stream

• Project: https://github.com/felixge/node-delayed-stream/blob/1.0.0/Readme.md

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• dunder-proto

• Project: https://www.npmjs.com/package/dunder-proto

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• echarts

• Project: https://echarts.apache.org

• License: Apache License 2.0

• Copyright 2017-2025 The Apache Software Foundation

• entities

• Project: https://github.com/fb55/entities

• License: BSD 2-clause “Simplified” License

• Copyright (c) Felix Böhm

• es-define-property

• Project: https://github.com/ljharb/es-define-property

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-errors

• Project: https://github.com/ljharb/es-errors

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-object-atoms

• Project: https://www.npmjs.com/package/es-object-atoms

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-set-tostringtag

• Project: https://github.com/es-shims/es-set-tostringtag

• License: MIT License

• Copyright (c) 2022 ECMAScript Shims

• estree-walker

• Project: https://github.com/Rich-Harris/estree-walker

• License: MIT License

• Copyright (c) 2015-20 [these people](https://github.com/Rich-Harris/estree-walker/graphs/contributors)

• Follow Redirects

• Project: https://www.npmjs.com/package/follow-redirects

• License: MIT License

• Copyright 2014–present Olivier Lalonde <olalonde@gmail.com>, James Talmage <james@talmage.io>, Ruben Verborgh

• form-data

• Project: https://github.com/form-data/form-data#readme

• License: MIT License

• Copyright (c) 2012 Felix Geisendörfer (felix@debuggable.com) and contributors

• function-bind

• Project: https://github.com/Raynos/function-bind

• License: MIT License

• Copyright (c) 2013 Raynos.

• get-intrinsic

• Project: https://github.com/ljharb/get-intrinsic/blob/v1.3.0/README.md

• License: MIT License

• Copyright (c) 2020 Jordan Harband

• get-proto

• Project: https://github.com/ljharb/get-proto/blob/v1.0.1/README.md

• License: MIT License

• Copyright (c) 2025 Jordan Harband

• gopd

• Project: https://github.com/ljharb/gopd/tree/v1.2.0

• License: MIT License

• Copyright (c) 2022 Jordan Harband

• has-symbols

• Project: https://github.com/inspect-js/has-symbols/blob/v1.1.0/README.md

• License: MIT License

• Copyright (c) 2016 Jordan Harband

• has-tostringtag

• Project: https://github.com/inspect-js/has-tostringtag

• License: MIT License

• Copyright (c) 2021 Inspect JS

• hasown

• Project: https://github.com/inspect-js/hasOwn

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• magic-string

• Project: https://github.com/rich-harris/magic-string/

• License: MIT License

• Copyright 2018 Rich Harris

• make-array

• Project: https://github.com/kaelzhang/make-array/

• License: MIT License

• Copyright (c) 2013 kaelzhang <i@kael.me>, contributors

• math-intrinsics

• Project: https://github.com/es-shims/math-intrinsics

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• mime-db

• Project: https://github.com/jshttp/mime-db

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015-2022 Douglas Christopher Wilson <doug@somethingdoug.com>

• mime-types

• Project: https://github.com/jshttp/mime-types

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015 Douglas Christopher Wilson <doug@somethingdoug.com>

• minimist

• Project: https://www.npmjs.com/package/minimist

• License: MIT License

• Copyright (c) 2013 James Halliday and contributors

• mix2

• Project: https://github.com/kaelzhang/node-mix2

• License: MIT License

• nanoid

• Project: https://zelark.github.io/nano-id-cc/

• License: MIT License

• Copyright 2017 Andrey Sitnik <andrey@sitnik.ru>

• node-combined-stream

• Project: https://github.com/felixge/node-combined-stream

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• picocolors

• Project: https://github.com/alexeyraspopov/picocolors/blob/v1.1.1/README.md

• License: ISC License

• Copyright (c) 2021-2024 Oleksii Raspopov, Kostiantyn Denysov, Anton Verinov

• postcss

• Project: https://postcss.org

• License: MIT License

• Copyright 2013 Andrey Sitnik <andrey@sitnik.ru>

• proxy-from-env

• Project: https://github.com/Rob–W/proxy-from-env

• License: MIT License

• Copyright (C) 2016-2018 Rob Wu <rob@robwu.nl>

• Quasar

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• Quasar Framework Extras Package

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• resize-detector

• Project: https://github.com/Justineo/resize-detector

• License: MIT License

• Copyright (c) 2018-present, GU Yiling.
  Copyright (c) 2013 Sebastián Décima

• skema

• Project: https://github.com/kaelzhang/skema/

• License: MIT License

• Copyright (c) 2013 kaelzhang <i@kael.me>, contributors

• source-map-js

• Project: https://github.com/7rulnik/source-map-js

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2009-2011, Mozilla Foundation and contributors

• sourcemap-codec

• Project: https://github.com/jridgewell/sourcemaps/

• License: MIT License

• Copyright 2024 Justin Ridgewell <justin@ridgewell.name>

• tslib

• Project: https://github.com/Microsoft/tslib

• License: BSD Zero Clause License

• Copyright (c) Microsoft Corporation.

• Vue Demi

• Project: https://github.com/vueuse/vue-demi/

• License: MIT License

• Copyright (c) 2020-present, Anthony Fu

• Vue-ECharts

• Project: https://vue-echarts.dev

• License: MIT License

• Copyright (c) 2016-present GU Yiling & ECOMFE

• Vue.js

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs/core

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• zrender

• Project: https://ecomfe.github.io/zrender-doc/public/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2017, Baidu Inc.

Clinical Site Intelligence

Frontend libraries

• @intlify/message-compiler

• Project: https://vue-i18n.intlify.dev

• License: MIT License

• Copyright (c) 2016 kazuya kawaguchi

• @vue/compiler-dom

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• @vue/complier/ssr

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• @vue/reactivity

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• @vue/runtime-core

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• @vue/shared

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• ansi-styles

• Project: https://github.com/chalk/ansi-styles/blob/v3.2.1/readme.md

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• asynckit

• Project: http://npmjs.com/asynckit

• License: MIT License

• Copyright (c) 2016 Alex Indigo

• Axios

• Project: https://axios-http.com

• License: MIT License

• Copyright (c) 2014-present Matt Zabriskie & Collaborators

• Babel

• Project: https://babel.dev

• License: MIT License

• Copyright (c) 2014-present Sebastian McKenzie and other contributors

• balanced-match

• Project: https://www.npmjs.com/package/balanced-match

• License: MIT License

• Copyright (c) 2013 Julian Gruber &lt;julian@juliangruber.com

• brace-expansion

• Project: https://github.com/juliangruber/brace-expansion

• License: MIT License

• Copyright (c) 2013 Julian Gruber <julian@juliangruber.com>

• braces

• Project: https://github.com/jonschlinkert

• License: MIT License

• Copyright (c) 2014-present, Jon Schlinkert.

• call-bind

• Project: https://github.com/ljharb/call-bind

• License: MIT License

• Copyright (c) 2020 Jordan Harband

• call-bind-apply-helpers

• Project: https://github.com/ljharb/call-bind-apply-helpers

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• call-bound

• Project: https://github.com/ljharb/call-bound/blob/v1.0.4/README.md

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• chalk

• Project: https://www.npmjs.com/package/chalk

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• ci-info

• Project: https://github.com/watson/ci-info/tree/v2.0.0

• License: MIT License

• Copyright (c) 2016-2018 Thomas Watson Steen

• color-convert

• Project: https://github.com/Qix-/color-convert/

• License: MIT License

• Copyright (c) 2011-2016 Heather Arthur <fayearthur@gmail.com>

• color-name

• Project: https://github.com/colorjs/color-name

• License: MIT License

• Copyright (c) 2015 Dmitry Ivanov

• commander

• Project: https://github.com/tj/commander.js/tree/v2.20.3

• License: MIT License

• Copyright (c) 2011 TJ Holowaychuk <tj@vision-media.ca>

• compiler-core

• Project: https://www.npmjs.com/package/@vue/compiler-core

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• concat-map

• Project: https://www.npmjs.com/package/concat-map

• License: MIT License

• Copyright (c) 2012 James Halliday and contributors

• concaveman

• Project: https://github.com/mapbox/concaveman

• License: ISC License

• Copyright (c) 2025, Mapbox

• cross-spawn

• Project: https://github.com/moxystudio/node-cross-spawn/blob/v6.0.6/README.md

• License: MIT License

• Copyright (c) 2018 Made With MOXY Lda <hello@moxy.studio>

• csstype

• Project: https://github.com/frenic/csstype/blob/v2.6.21/README.md

• License: MIT License

• Copyright (c) 2017-2018 Fredrik Nicol

• d3-array

• Project: https://d3js.org/d3-array

• License: ISC License

• Copyright 2010-2016 Mike Bostock

• d3-geo

• Project: https://d3js.org/d3-geo

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010-2016 Mike BostockCopyright (c) 2008-2012, Charles Karney

• d3-voronoi

• Project: https://github.com/d3/d3-voronoi/blob/v1.1.2/README.md

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010-2016 Mike Bostock Copyright (C) 2010-2013 Raymond Hill

• date-fns

• Project: https://date-fns.org

• License: MIT License

• Copyright (c) 2021 Sasha Koss and Lesha Koss

• deep-equal

• Project: https://github.com/inspect-js/node-deep-equal

• License: MIT License

• Copyright (c) 2012, 2013, 2014 James Halliday <mail@substack.net>, 2009 Thomas Robinson <280north.com>

• define-data-property

• Project: https://github.com/ljharb/define-data-property/tree/v1.1.4

• License: MIT License

• Copyright (c) 2023 Jordan Harband

• define-properties

• Project: https://github.com/ljharb/define-properties/blob/v1.2.1/README.md

• License: MIT License

• Copyright (C) 2015 Jordan Harband

• Definitely Typed

• Project: https://github.com/DefinitelyTyped/DefinitelyTyped

• License: MIT License

• Copyrights are respective of each contributor listed at the beginning of each definition file.

• delayed-stream

• Project: https://github.com/felixge/node-delayed-stream/blob/1.0.0/Readme.md

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• density-clustering

• Project: https://github.com/astrolukasz/density-clustering/tree/v1.3.0

• License: MIT License

• Copyright © 2013 Abeja Inc.

• devtools-v6

• Project: https://devtools-v6.vuejs.org/

• License: MIT License

• Copyright (c) 2014-present Evan You

• DOMPurify

• Project: https://cure53.de/purify

• License: Apache License 2.0

• Copyright 2023 Dr.-Ing. Mario Heiderich, Cure53

• dunder-proto

• Project: https://www.npmjs.com/package/dunder-proto

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• Earcut

• Project: https://github.com/mapbox/earcut

• License: ISC License

• Copyright (c) 2016, Mapbox

• echarts

• Project: https://echarts.apache.org

• License: Apache License 2.0

• Copyright 2017-2025 The Apache Software Foundation

• es-define-property

• Project: https://github.com/ljharb/es-define-property

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-errors

• Project: https://github.com/ljharb/es-errors

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-object-atoms

• Project: https://www.npmjs.com/package/es-object-atoms

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-set-tostringtag

• Project: https://github.com/es-shims/es-set-tostringtag

• License: MIT License

• Copyright (c) 2022 ECMAScript Shims

• escape-string-regexp

• Project: https://github.com/sindresorhus/escape-string-regexp

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• estree-walker

• Project: https://github.com/Rich-Harris/estree-walker/

• License: MIT License

• Copyright (c) 2015-20 [these people](https://github.com/Rich-Harris/estree-walker/graphs/contributors)

• fill-range

• Project: https://github.com/jonschlinkert/fill-range/

• License: MIT License

• Copyright (c) 2014-present, Jon Schlinkert.

• find-yarn-workspace-root

• Project: https://github.com/square/find-yarn-workspace-root

• License: Apache License 2.0

• Copyright 2017 Square, Inc.

• Follow Redirects

• Project: https://www.npmjs.com/package/follow-redirects

• License: MIT License

• Copyright 2014–present Olivier Lalonde <olalonde@gmail.com>, James Talmage <james@talmage.io>, Ruben Verborgh

• form-data

• Project: https://github.com/form-data/form-data#readme

• License: MIT License

• Copyright (c) 2012 Felix Geisendörfer (felix@debuggable.com) and contributors

• fs-extra

• Project: https://github.com/jprichardson/node-fs-extra/

• License: MIT License

• Copyright (c) 2011-2017 JP Richardson

• fs.realpath

• Project: https://github.com/isaacs/fs.realpath/

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors
  copyright notice and this permission notice appear in all copies.
  Copyright Joyent, Inc. and other Node contributors.

• function-bind

• Project: https://github.com/Raynos/function-bind

• License: MIT License

• Copyright (c) 2013 Raynos.

• functions-have-names

• Project: https://github.com/inspect-js/functions-have-names

• License: MIT License

• Copyright (c) 2019 Jordan Harband

• geojson-equality

• Project: https://github.com/geosquare/geojson-equality

• License: MIT License

• Copyright (c) 2014 Gagan Bansal

• geojson-rbush

• Project: https://github.com/DenisCarriere/geojson-rbush/blob/v3.1.0/README.md

• License: MIT License

• Copyright (c) 2018 Denis Carriere

• get-intrinsic

• Project: https://github.com/ljharb/get-intrinsic/blob/v1.3.0/README.md

• License: MIT License

• Copyright (c) 2020 Jordan Harband

• get-proto

• Project: https://github.com/ljharb/get-proto/blob/v1.0.1/README.md

• License: MIT License

• Copyright (c) 2025 Jordan Harband

• Glob

• Project: https://github.com/isaacs/

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors

• gopd

• Project: https://github.com/ljharb/gopd/tree/v1.2.0

• License: MIT License

• Copyright (c) 2022 Jordan Harband

• graceful-fs

• Project: https://github.com/isaacs/node-graceful-fs

• License: ISC License

• Copyright (c) 2011-2022 Isaac Z. Schlueter, Ben Noordhuis, and Contributors

• has-flag

• Project: https://github.com/sindresorhus/has-flag

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• has-property-descriptors

• Project: https://github.com/inspect-js/has-property-descriptors/blob/v1.0.2/README.md

• License: MIT License

• Copyright (c) 2022 Inspect JS

• has-symbols

• Project: https://github.com/inspect-js/has-symbols/blob/v1.1.0/README.md

• License: MIT License

• Copyright (c) 2016 Jordan Harband

• has-tostringtag

• Project: https://github.com/inspect-js/has-tostringtag

• License: MIT License

• Copyright (c) 2021 Inspect JS

• hasown

• Project: https://github.com/inspect-js/hasOwn

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• inflight

• Project: https://github.com/isaacs/inflight-DEPRECATED-DO-NOT-USE/

• License: ISC License

• Copyright (c) Isaac Z. Schlueter
  copyright notice and this permission notice appear in all copies.

• inherits

• Project: https://github.com/isaacs/inherits/blob/v2.0.4/README.md

• License: ISC License

• Copyright (c) Isaac Z. Schlueter

• is-arguments

• Project: https://github.com/inspect-js/is-arguments

• License: MIT License

• Copyright (c) 2014 Jordan Harband

• is-ci

• Project: https://github.com/watson/is-ci

• License: MIT License

• Copyright (c) 2016-2018 Thomas Watson Steen

• is-date-object

• Project: https://github.com/inspect-js/is-date-object/tree/v1.1.0

• License: MIT License

• Copyright (c) 2015 Jordan Harband

• is-docker

• Project: https://github.com/sindresorhus/is-docker

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (https://sindresorhus.com)

• is-number

• Project: https://github.com/jonschlinkert

• License: MIT License

• Copyright (c) 2014-present, Jon Schlinkert.

• is-regex

• Project: https://github.com/inspect-js/is-regex/

• License: MIT License

• Copyright (c) 2014 Jordan Harband

• is-wsl

• Project: https://github.com/sindresorhus/is-wsl

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• isexe

• Project: https://github.com/isaacs/isexe/blob/v2.0.0/README.md

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors

• jsonfile

• Project: https://github.com/jprichardson/node-jsonfile

• License: MIT License

• Copyright (c) 2012-2015, JP Richardson <jprichardson@gmail.com>

• JSTS used in TurfJS

• Project: https://github.com/DenisCarriere/turf-jsts

• License: BSD 3-clause “New” or “Revised” License

• License: Eclipse Public License 1.0

• Copyright (c) 2007, Eclipse Foundation, Inc. and its licensors. All rights reserved.

• klaw-sync

• Project: https://github.com/manidlou/node-klaw-sync/

• License: MIT License

• Copyright (c) 2017 Mani Maghsoudlou

• leaflet

• Project: https://leafletjs.com

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2010-2019, Vladimir Agafonkin Copyright (c) 2010-2011, CloudMade

• Leaflet.markercluster

• Project: https://leafletjs.com/

• License: MIT License

• Copyright 2012 David Leaver

• lodash v4.17.21

• Project: https://lodash.com/

• License: MIT License

• Copyright OpenJS Foundation and other contributors <https://openjsf.org/>
  Copyright and related rights for sample code are waived via CC0. Sample

• magic-string

• Project: https://github.com/Rich-Harris/magic-string

• License: MIT License

• Copyright 2018 Rich Harris

• Marked

• Project: https://marked.js.org

• License: MIT License

• Copyright (c) 2018+, MarkedJS (https://github.com/markedjs/)
  Copyright (c) 2011-2018, Christopher Jeffrey (https://github.com/chjj/)
  Copyright © 2004, John Gruber

• math-intrinsics

• Project: https://github.com/es-shims/math-intrinsics

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• micromatch

• Project: https://github.com/micromatch

• License: MIT License

• Copyright (c) 2014-present, Jon Schlinkert.

• mime-db

• Project: https://github.com/jshttp/mime-db

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015-2022 Douglas Christopher Wilson <doug@somethingdoug.com>

• mime-types

• Project: https://github.com/jshttp/mime-types

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015 Douglas Christopher Wilson <doug@somethingdoug.com>

• minimatch

• Project: http://isaacs.github.io/minimatch/

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors

• minimist

• Project: https://www.npmjs.com/package/minimist

• License: MIT License

• Copyright (c) 2013 James Halliday and contributors

• nanoid

• Project: https://zelark.github.io/nano-id-cc/

• License: MIT License

• Copyright 2017 Andrey Sitnik <andrey@sitnik.ru>

• nice-try

• Project: https://github.com/electerious/nice-try/

• License: MIT License

• Copyright (c) 2018 Tobias Reich

• node-combined-stream

• Project: https://github.com/felixge/node-combined-stream

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• object-assign

• Project: https://github.com/sindresorhus/object-assign

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• object-is

• Project: https://github.com/es-shims/object-is

• License: MIT License

• Copyright (c) 2014 Jordan Harband

• object-keys

• Project: https://github.com/ljharb/object-keys

• License: MIT License

• Copyright (C) 2013 Jordan Harband

• once

• Project: https://github.com/isaacs/once

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors

• open

• Project: https://github.com/sindresorhus/open

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (https://sindresorhus.com)

• os-tmpdir

• Project: https://github.com/sindresorhus/os-tmpdir

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• patch-package

• Project: https://github.com/ds300/patch-package/

• License: MIT License

• Copyright (c) 2017 David Sheldrick

• path-is-absolute

• Project: https://github.com/sindresorhus/path-is-absolute

• License: MIT License

• The MIT License (MIT) Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• path-key

• Project: https://github.com/sindresorhus/path-key/blob/v2.0.1/readme.md

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• picocolors

• Project: https://github.com/alexeyraspopov/picocolors/blob/v1.1.1/README.md

• License: ISC License

• Copyright (c) 2021-2024 Oleksii Raspopov, Kostiantyn Denysov, Anton Verinov

• picomatch

• Project: https://github.com/micromatch

• License: MIT License

• Copyright (c) 2017-present, Jon Schlinkert.

• Pinia

• Project: https://pinia.vuejs.org

• License: MIT License

• Copyright (c) 2019-present Eduardo San Martin Morote

• point-in-polygon

• Project: https://www.npmjs.com/package/point-in-polygon

• License: MIT License

• polygon-clipping

• Project: https://github.com/mfogel/polygon-clipping/blob/v0.15.7/README.md

• License: MIT License

• Copyright (c) 2018 Mike Fogel; Copyright (c) 2016 Alexander Milevski

• postcss

• Project: https://postcss.org

• License: MIT License

• Copyright 2013 Andrey Sitnik <andrey@sitnik.ru>

• proxy-from-env

• Project: https://github.com/Rob–W/proxy-from-env

• License: MIT License

• Copyright (C) 2016-2018 Rob Wu <rob@robwu.nl>

• Quasar

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• quickselect

• Project: https://github.com/mourner/quickselect/blob/v1.1.1/README.md

• License: ISC License

• Copyright (c) 2018, Vladimir Agafonkin

• Random Color

• Project: https://github.com/davidmerfield/randomColor/

• License: Creative Commons Zero v1.0 Universal

• RBush

• Project: https://github.com/mourner/rbush

• License: MIT License

• Copyright (c) 2016 Vladimir Agafonkin

• RegExp.prototype.flags

• Project: https://tc39.es/ecma262/#sec-get-regexp.prototype.flags

• License: MIT License

• Copyright (C) 2014 Jordan Harband

• resize-detector

• Project: https://github.com/Justineo/resize-detector

• License: MIT License

• Copyright (c) 2018-present, GU Yiling.
  Copyright (c) 2013 Sebastián Décima

• rimraf

• Project: https://www.npmjs.com/package/rimraf

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors
  copyright notice and this permission notice appear in all copies.

• robust-predicates

• Project: https://github.com/mourner/robust-predicates/

• License: The Unlicense

• semver(1) – The semantic versioner for npm

• Project: https://semver.npmjs.com/

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors
  copyright notice and this permission notice appear in all copies.

• set-function-length

• Project: https://github.com/ljharb/set-function-length/blob/v1.2.2/README.md

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• set-function-name

• Project: https://github.com/ljharb/set-function-name/blob/v2.0.2/README.md

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• shebang-command

• Project: https://github.com/kevva/shebang-command/tree/v1.2.0

• License: MIT License

• Copyright (c) Kevin Martensson <kevinmartensson@gmail.com> (github.com/kevva)

• shebang-regex

• Project: https://github.com/sindresorhus/shebang-regex

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• skmeans

• Project: https://github.com/solzimer/skmeans/tree/0.9.7

• License: MIT License

• not provided

• slash

• Project: https://github.com/sindresorhus/slash

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• Source Map

• Project: https://github.com/mozilla/source-map

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2009-2011, Mozilla Foundation and contributors

• source-map-js

• Project: https://github.com/7rulnik/source-map-js

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2009-2011, Mozilla Foundation and contributors

• sourcemap-codec

• Project: https://www.npmjs.com/package/@jridgewell/sourcemap-codec

• License: MIT License

• Copyright (c) 2015 Rich Harris

• splaytree

• Project: https://github.com/w8r/splay-tree

• License: MIT License

• Copyright (c) 2019 Alexander Milevski <info@w8r.name>

• supports-color

• Project: https://github.com/chalk/supports-color/blob/v5.5.0/readme.md

• License: MIT License

• Copyright (c) Sindre Sorhus <sindresorhus@gmail.com> (sindresorhus.com)

• tinyqueue

• Project: https://github.com/mourner/tinyqueue/blob/v3.0.0/README.md

• License: ISC License

• Copyright (c) 2017, Vladimir Agafonkin

• Tmp

• Project: https://github.com/raszi

• License: MIT License

• Copyright (c) 2014 KARASZI István

• to-regex-range

• Project: https://github.com/jonschlinkert

• License: MIT License

• Copyright (c) 2015-present, Jon Schlinkert.

• TopoJSON Server

• Project: https://github.com/topojson/topojson-server

• License: ISC License

• Copyright 2012-2019 Michael Bostock

• topojson-client

• Project: https://github.com/topojson/topojson-client/blob/v3.1.0/README.md

• License: ISC License

• Copyright 2012-2019 Michael Bostock

• tslib

• Project: https://github.com/Microsoft/tslib

• License: BSD Zero Clause License

• Copyright (c) Microsoft Corporation.

• Turf

• Project: https://turfjs.org/

• License: MIT License

• Copyright (c) 2019 Morgan Herlocker

• Copyright (c) 2017 TurfJS

• Copyright (c) 2018-present, Yuxi (Evan) You

• universalify

• Project: https://github.com/RyanZim/universalify

• License: MIT License

• Copyright (c) 2017, Ryan Zimmerman <opensrc@ryanzim.com>

• Vue Demi

• Project: https://github.com/vueuse/vue-demi

• License: MIT License

• Copyright (c) 2020-present, Anthony Fu

• Vue-ECharts

• Project: https://vue-echarts.dev

• License: MIT License

• Copyright (c) 2016-present GU Yiling & ECOMFE

• vue-i18n

• Project: https://vue-i18n.intlify.dev

• License: MIT License

• Copyright (c) 2016 kazuya kawaguchi

• vue-i18n-next

• Project: https://vue-i18n.intlify.dev

• License: MIT License

• Copyright (c) 2016 kazuya kawaguchi

• vue-leaflet

• Project: https://github.com/vue-leaflet/vue-leaflet

• License: MIT License

• Copyright (c) 2021 Vue Leaflet

• Vue/runtime-dom

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• vuejs

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• vuejs/core

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You

• which

• Project: https://github.com/topics/npm-cli

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors

• wrappy

• Project: https://github.com/isaacs/wrappy

• License: ISC License

• Copyright (c) Isaac Z. Schlueter and Contributors

• Yarn

• Project: https://classic.yarnpkg.com

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2016-present, Yarn Contributors. All rights reserved.

• zrender

• Project: https://ecomfe.github.io/zrender-doc/public/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2017, Baidu Inc.

Python libraries

• Blinker

• Project: https://blinker.readthedocs.io

• License: MIT License

• Copyright 2010 Jason Kirtland

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• faiss-wheels

• Project: https://pypi.org/project/faiss-cpu/

• License: MIT License

• Copyright (c) 2019 Kota Yamaguchi

• filelock

• Project: https://py-filelock.readthedocs.io

• License: The Unlicense

• filesystem_spec

• Project: https://github.com/fsspec/filesystem_spec

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2018, Martin Durant

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• huggingface_hub

• Project: https://huggingface.co/docs/huggingface_hub

• License: Apache License 2.0

• Copyright 2023 The HuggingFace Team. All rights reserved.

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• mrab-regex

• Project: https://github.com/mrabarnett/mrab-regex

• License: CNRI Python License

• License: Apache License 2.0

• Copyright (c) 1998-2001 by Secret Labs AB. All rights reserved.

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2023 The scikit-learn developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• sentencepiece

• Project: https://github.com/google/sentencepiece

• License: Apache License 2.0

• Copyright 2018 Google Inc.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• Tokenizers

• Project: https://huggingface.co/docs/tokenizers

• License: Apache License 2.0

• 2020, huggingface

• tqdm

• Project: https://tqdm.github.io/

• License: Mozilla Public License 2.0

• License: MIT License

• MPL-2.0 2015-2023 (c) Casper da Costa-Luis Copyright (c) 2013 noamraph

• transformers

• Project: https://huggingface.co/transformers

• License: Apache License 2.0

• Copyright 2018- The Hugging Face team. All rights reserved.

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• urllib3

• Project: https://urllib3.readthedocs.io/

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• xet-core

• Project: https://github.com/huggingface/xet-core

• License: Apache License 2.0

• Copyright 2024 The HuggingFace Team. All rights reserved.

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Data Sources

• ClinicalTrials.gov

• Project: https://clinicaltrials.gov/

• License: Public Domain (U.S. Government)

• Copyright: U.S. National Library of Medicine

• emilyalsentzer/Bio_ClinicalBERT

• Project: https://github.com/EmilyAlsentzer/clinicalBERT

• License: MIT License

• Copyright: Emily Alsentzer

Credit Scoring

Python libraries

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• Cloudpickle

• Project: https://github.com/cloudpipe/cloudpickle

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, Cloudpickle contributors.Copyright (c) 2012, Regents of the University of California.Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com.All rights reserved.

• ContourPy

• Project: https://github.com/contourpy/contourpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2024, ContourPy Developers.
  All rights reserved.

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• glum

• Project: https://glum.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2020-2021 QuantCo Inc, Christian Lorentzen

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• kiwisolver

• Project: https://github.com/nucleic/kiwi

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2024, Nucleic Development Team

• LightGBM

• Project: https://lightgbm.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) Microsoft Corporation

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: http://matplotlib.org/

• License: Custom

• The Matplotlib Development team

• Monotonic-WOE-Binning-Algorithm

• Project: https://pypi.org/project/monotonic-binning/

• License: MIT License

• Copyright (c) 2020 John Selvam

• numexpr

• Project: https://numexpr.readthedocs.io

• License: MIT License

• Copyright (c) 2011- numexpr authors

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• patsy

• Project: https://github.com/pydata/patsy

• License: BSD 2-clause “Simplified” License

• Copyright (C) 2011-2012, Patsy Developers. All rights reserved.
  copyright notice, this list of conditions and the following

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• pretty-yaml

• Project: https://github.com/mk-fg/pretty-yaml

• License: Do What The F*ck You Want To Public License

• Copyright (C) 2012 Mike Kazantsev <mk.fraggod@gmail.com>

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2021 The scikit-learn developers.

• Scikit-Optimize

• Project: https://scikit-optimize.github.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016-2020 The scikit-optimize developers. All rights reserved.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2019, SciPy Developers. All rights reserved.

• scorecardpy

• Project: http://shichen.name/scorecard

• License: MIT License

• Copyright (c) 2018 Shichen Xie

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• statsmodels

• Project: http://www.statsmodels.org/devel/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (C) 2006, Jonathan E. Taylor
  Copyright (c) 2006-2008 Scipy Developers.
  Copyright (c) 2009-2018 statsmodels Developers.

• tabmat

• Project: https://tabmat.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2020-2021 QuantCo Inc

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• XGBoost

• Project: https://xgboost.ai/

• License: Apache License 2.0

• © Contributors, 2021. Licensed under an Apache-2 license.

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Credit Risk Stress Testing

Python libraries

• Kaleido

• Project: https://github.com/plotly/Kaleido

• License: MIT License

• Copyright (c) 2020 Plotly, Inc

• Numpy

• Project: https://numpy.org

• License: BSD

• Copyright (c) 2005-2022, NumPy Developers.
  copyright notice, this list of conditions and the following

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• Plotly

• Project: https://plotly.com/python/

• License: MIT License

• Copyright (c) 2016-2024 Plotly Technologies Inc.

• SciPy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2019, SciPy Developers.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• Tenacity

• Project: http://tenacity.readthedocs.io

• License: Apache License 2.0

• Copyright 2016-2018 Julien Danjou # Copyright 2017 Elisey Zanko # Copyright 2016 Étienne Bersac # Copyright 2016 Joshua Harlow # Copyright 2013-2014 Ray Holder

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

Customer Lifetime Value Forecasting

Python libraries

• accumulation_tree

• Project: https://github.com/tkluck/accumulation_tree

• License: MIT License

• Copyright 2017-2019 Timo Kluck

• ArviZ

• Project: https://python.arviz.org

• License: Apache License 2.0

• 2018, ArviZ devs

• cachetools

• Project: https://pypi.org/project/cachetools/

• License: MIT License

• Copyright (c) 2014-2025 Thomas Kemmer

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• Cloudpickle

• Project: https://github.com/cloudpipe/cloudpickle

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, Cloudpickle contributors.Copyright (c) 2012, Regents of the University of California.Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com.All rights reserved.

• ContourPy

• Project: https://github.com/contourpy/contourpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2024, ContourPy Developers.
  All rights reserved.

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• EconML

• Project: https://www.microsoft.com/en-us/research/project/alice/

• License: MIT License

• Copyright (c) PyWhy contributors. All rights reserved.
  Copyright (c) 2007-2020 The scikit-learn developers.

• etuples

• Project: https://github.com/pythological/etuples/

• License: Apache License 2.0

• Copyright (c) 2019 Brandon T. Willard (Academic Free License)
  All rights reserved.

• fastprogress

• Project: https://fastprogress.fast.ai/

• License: Apache License 2.0

• Copyright 2017 onwards, fast.ai

• filelock

• Project: https://py-filelock.readthedocs.io

• License: The Unlicense

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• h5netcdf

• Project: https://h5netcdf.org/index.html

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, h5netcdf developers All rights reserved.

• h5py

• Project: http://www.h5py.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008 Andrew Collette and contributors

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• kanren

• Project: https://github.com/pythological/kanren

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019 Brandon T. Willard
  Copyright (c) 2012 Matthew Rocklin

• kiwisolver

• Project: https://github.com/nucleic/kiwi

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2024, Nucleic Development Team

• LightGBM

• Project: https://lightgbm.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) Microsoft Corporation

• llvmlite

• Project: https://llvmlite.pydata.org/

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2014-, Continuum Analytics, Inc.

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: http://matplotlib.org/

• License: Custom

• The Matplotlib Development team

• Multiple Dispatch

• Project: https://multiple-dispatch.readthedocs.io/en/latest/

• License: BSD

• Copyright (c) 2014 Matthew Rocklin

• Numba

• Project: https://numba.pydata.org

• License: BSD

• Copyright (c) 2012, Anaconda, Inc.
  All rights reserved.

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• patsy

• Project: https://github.com/pydata/patsy

• License: BSD 2-clause “Simplified” License

• Copyright (C) 2011-2012, Patsy Developers. All rights reserved.
  copyright notice, this list of conditions and the following

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• Plotly

• Project: https://plotly.com/python/

• License: MIT License

• Copyright (c) 2016-2018 Plotly, Inc

• pretty-yaml

• Project: https://github.com/mk-fg/pretty-yaml

• License: Do What The F*ck You Want To Public License

• Copyright (C) 2012 Mike Kazantsev <mk.fraggod@gmail.com>

• PyMC

• Project: https://www.pymc.io

• License: Apache License 2.0

• Copyright (c) 2006 Christopher J. Fonnesbeck (Academic Free License)Copyright (c) 2007-2008 Christopher J. Fonnesbeck, Anand Prabhakar Patil, David Huard (Academic Free License)Copyright (c) 2009-2022 The PyMC developers (see contributors to pymc-devs on GitHub) Copyright 2020 The PyMC DevelopersCopyright (c) 2021-2023 aesara-devs

• PyMC-Marketing: Bayesian Marketing Mix Modeling (MMM) & Customer Lifetime Value (CLV)

• Project: https://www.pymc-marketing.io/

• License: Apache License 2.0

• Copyright 2022 - 2025 The PyMC Labs Developers

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• pytensor

• Project: https://pypi.org/project/pytensor/

• License: BSD 3-clause “New” or “Revised” License

• Python cons

• Project: https://github.com/pythological/python-cons

• License: LGPL-3.0-or-later

• Copyright (C) 2007 Free Software Foundation, Inc.

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• Pyudorandom

• Project: https://github.com/mewwts/pyudorandom

• License: MIT License

• Copyright (c) 2017 Mats Julian Olsen

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2023 The scikit-learn developers.

• scikit-optimize

• Project: http://scikit-optimize.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016-2024 The scikit-optimize developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2022, SciPy Developers

• seaborn

• Project: https://seaborn.pydata.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2012-2023, Michael L. Waskom

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• shap

• Project: https://shap.readthedocs.io

• License: MIT License

• Copyright (c) 2018 Scott Lundberg

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• slicer

• Project: https://github.com/interpretml/slicer/blob/v0.0.7/README.md

• License: MIT License

• Copyright (c) 2020 InterpretML

• sparse

• Project: https://sparse.pydata.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2018, Sparse developers

• statsmodels

• Project: http://www.statsmodels.org/devel/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (C) 2006, Jonathan E. TaylorCopyright (c) 2006-2008 Scipy Developers.Copyright (c) 2009-2018 statsmodels Developers.

• tdigest

• Project: https://github.com/CamDavidsonPilon/tdigest/tree/v0.5.2.2

• License: MIT License

• Copyright (c) 2015 Cameron Davidson-Pilon

• Tenacity

• Project: http://tenacity.readthedocs.io

• License: Apache License 2.0

• Copyright 2016-2018 Julien Danjou # Copyright 2017 Elisey Zanko # Copyright 2016 Étienne Bersac # Copyright 2016 Joshua Harlow # Copyright 2013-2014 Ray Holder

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• Toolz

• Project: http://toolz.readthedocs.org/

• License: BSD

• Copyright (c) 2013 Matthew Rocklin

• tqdm

• Project: https://tqdm.github.io/

• License: Mozilla Public License 2.0

• MPL-2.0 2015-2024 (c) Casper da Costa-Luis [casperdcl](https://github.com/casperdcl)

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• unification

• Project: https://github.com/pythological/unification

• License: BSD

• Copyright (c) 2019 Brandon T. Willard Copyright (c) 2014 Matthew Rocklin All rights reserved.

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• xarray

• Project: https://pypi.org/project/xarray/

• License: Apache License 2.0

• Copyright 2014-2024, xarray Developers

• xarray-einstats

• Project: einstats.python.arviz.org

• License: Apache License 2.0

• Copyright (c) 2022 ArviZ developers All rights reserved.

• XGBoost

• Project: https://github.com/dmlc/xgboost

• License: Apache License 2.0

• © Contributors, 2021. Licensed under an Apache-2 license.

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Data Sources

• UCI Machine Learning Repository Dataset

• Project: https://archive.ics.uci.edu/dataset/502/online+retail+ii/

• License: Creative Commons Attribution 4.0 International

Customer Satisfaction Reviews

Python libraries

• Apache MXNet for Deep Learning

• Project: https://mxnet.apache.org

• License: Apache License 2.0

• Copyright 2017-2020 The Apache Software Foundation

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• cloudpickle

• Project: https://github.com/cloudpipe/cloudpickle

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, Cloudpickle contributors.Copyright (c) 2012, Regents of the University of California.Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com. All rights reserved.

• CmdStanPy

• Project: https://github.com/stan-dev/cmdstanpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, Stan Developers and their Assignees

• ContourPy

• Project: https://github.com/contourpy/contourpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2024, ContourPy Developers.
  All rights reserved.

• convertdate

• Project: https://convertdate.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2014-2022 Neil Freeman

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• cython

• Project: https://cython.org

• License: Apache License 2.0

• 2025 Stefan Behnel, Robert Bradshaw, Dag Sverre Seljebotn, Greg Ewing, William Stein, Gabriel Gellner, et al.

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• filelock

• Project: https://py-filelock.readthedocs.io

• License: The Unlicense

• filesystem_spec

• Project: https://github.com/fsspec/filesystem_spec

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2018, Martin Durant

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• GluonTS - Probabilistic Time Series Modeling in Python

• Project: https://ts.gluon.ai

• License: Apache License 2.0

• Copyright 2018-2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.

• Graphviz

• Project: https://graphviz.readthedocs.io

• License: MIT License

• Copyright (c) 2013-2018 Sebastian Bank

• hijri-converter

• Project: https://pypi.org/project/hijri-converter/

• License: MIT License

• hijridate

• Project: https://hijridate.readthedocs.io

• License: MIT License

• Copyright (c) 2018 Mohammed Alshehri (https://www.dralshehri.com)

• huggingface_hub

• Project: https://huggingface.co/docs/huggingface_hub

• License: Apache License 2.0

• Copyright 2023 The HuggingFace Team. All rights reserved.

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://palletsprojects.com/p/jinja/

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• kiwisolver

• Project: https://github.com/nucleic/kiwi

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2024, Nucleic Development Team

• korean-lunar-calendar

• Project: https://pypi.org/project/korean-lunar-calendar/

• License: MIT License

• Copyright (c) 2018-2020 Jinil Lee <usingsky@gmail.com>

• LightGBM

• Project: https://lightgbm.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) Microsoft Corporation

• Lunar Calendar

• Project: https://pypi.org/project/LunarCalendar/

• License: MIT License

• Copyright (c) 2018 wolfhong

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: http://matplotlib.org/

• License: Custom

• The Matplotlib Development team

• mpmath

• Project: http://mpmath.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2021 Fredrik Johansson and mpmath contributors

• mrab-regex

• Project: https://github.com/mrabarnett/mrab-regex

• License: Apache License 2.0

• License: CNRI Python License

• Copyright (c) 1998-2001 by Secret Labs AB. All rights reserved.

• networkx

• Project: https://networkx.org

• License: BSD

• Copyright (c) 2004-2023, NetworkX Developers
  Aric Hagberg <hagberg@lanl.gov>
  Dan Schult <dschult@colgate.edu>
  Pieter Swart <swart@lanl.gov>
  All rights reserved.

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• nvidia-cublas-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cuda-cupti-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cuda-nvrtc-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cuda-runtime-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cudnn-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cufft-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-curand-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cusolver-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cusparse-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-nccl-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-nvjitlink-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: LicenseRef-NVIDIA-Proprietary

• Copyright © 2025 NVIDIA Corporation

• nvidia-nvtx-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• pandas

• Project: https://pandas.pydata.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2011-2022, Open source contributors.

• patsy

• Project: https://github.com/pydata/patsy

• License: BSD 2-clause “Simplified” License

• Copyright (C) 2011-2012, Patsy Developers. All rights reserved.
  copyright notice, this list of conditions and the following

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• pmdarima

• Project: https://www.alkaline-ml.com/pmdarima

• License: MIT License

• Copyright (c) 2017 Taylor G Smith

• pretty-yaml

• Project: https://github.com/mk-fg/pretty-yaml

• License: Do What The F*ck You Want To Public License

• Copyright (C) 2012 Mike Kazantsev <mk.fraggod@gmail.com>

• Prophet

• Project: https://facebook.github.io/prophet

• License: MIT License

• Copyright (c) Facebook, Inc. and its affiliates.

• Pydantic

• Project: https://docs.pydantic.dev

• License: MIT License

• Copyright (c) 2017, 2018, 2019, 2020, 2021 Samuel Colvin and other contributors

• PyEphem

• Project: https://github.com/brandon-rhodes/pyephem/

• License: MIT License

• Copyright ©2020 Elwood Downey
  Copyright ©2013–2021 Brandon Rhodes

• PyMeeus

• Project: https://pymeeus.readthedocs.io/en/stable/

• License: LGPL-3.0-or-later

• Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• python-holidays

• Project: https://pypi.org/project/holidays

• License: MIT License

• Copyright (c) Vacanza Team and individual contributors (see AUTHORS file)
  Copyright (c) dr-prodigy <dr.prodigy.github@gmail.com>, 2017-2023
  Copyright (c) ryanss <ryanssdev@icloud.com>, 2014-2017

• PyTorch

• Project: https://pytorch.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016- Facebook, Inc (Adam Paszke) Copyright (c) 2014- Facebook, Inc (Soumith Chintala) Copyright (c) 2011-2014 Idiap Research Institute (Ronan Collobert) Copyright (c) 2012-2014 Deepmind Technologies (Koray Kavukcuoglu) Copyright (c) 2011-2012 NEC Laboratories America (Koray Kavukcuoglu) Copyright (c) 2011-2013 NYU (Clement Farabet) Copyright (c) 2006-2010 NEC Laboratories America (Ronan Collobert, Leon Bottou, Iain Melvin, Jason Weston) Copyright (c) 2006 Idiap Research Institute (Samy Bengio) Copyright (c) 2001-2004 Idiap Research Institute (Ronan Collobert, Samy Bengio, Johnny Mariethoz)

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• Safetensors

• Project: https://huggingface.co/docs/safetensors

• License: Apache License 2.0

• No copyright found

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2021 The scikit-learn developers.

• Scikit-Optimize

• Project: https://scikit-optimize.github.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016-2020 The scikit-optimize developers. All rights reserved.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.

• sentencepiece

• Project: https://github.com/google/sentencepiece

• License: Apache License 2.0

• Copyright 2018 Google Inc.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• setuptools-git

• Project: https://github.com/msabramo/setuptools-git

• License: BSD

• Copyright (c) The Regents of the University of California.

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• StanIO

• Project: https://github.com/stan-dev/stanio

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2023 Simons Foundation

• statsmodels

• Project: http://www.statsmodels.org/devel/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (C) 2006, Jonathan E. Taylor
  Copyright (c) 2006-2008 Scipy Developers.
  Copyright (c) 2009-2018 statsmodels Developers.

• SymPy

• Project: https://sympy.org/

• License: BSD

• Copyright (c) 2006-2023 SymPy Development TeamCopyright (c) 2006-2018 SymPy Development Team,Copyright (c) 2014 Matthew RocklinCopyright (c) 2009-2023, PyDy AuthorsCopyright 2016, latex2sympy

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• Tokenizers

• Project: https://huggingface.co/docs/tokenizers

• License: Apache License 2.0

• 2020, huggingface

• toolz

• Project: http://toolz.readthedocs.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013 Matthew Rocklin

• tqdm

• Project: https://tqdm.github.io/

• License: Mozilla Public License 2.0

• MPL-2.0 2015-2024 (c) Casper da Costa-Luis [casperdcl](https://github.com/casperdcl)

• Transformers

• Project: https://huggingface.co/transformers

• License: Apache License 2.0

• Copyright 2018- The Hugging Face team. All rights reserved.

• triton

• Project: https://triton-lang.org/

• License: MIT License

• Copyright 2018-2020 Philippe Tillet; Copyright 2020-2022 OpenAI

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• urllib3

• Project: https://urllib3.readthedocs.io/

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• xet-core

• Project: https://github.com/huggingface/xet-core

• License: Apache License 2.0

• Copyright 2024 The HuggingFace Team. All rights reserved.

• XGBoost

• Project: https://xgboost.ai/

• License: Apache License 2.0

• © Contributors, 2021. Licensed under an Apache-2 license.

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Data Sources

• Women’s E-Commerce Clothing Reviews Dataset

• Project: https://www.kaggle.com/datasets/nicapotato/womens-ecommerce-clothing-reviews/data

• License: Creative Commons Zero v1.0 Universal

Distribution Spatial Footprint

Python libraries

• attrs: Classes Without Boilerplate

• Project: https://www.attrs.org/en/stable/

• License: MIT License

• Copyright (c) 2015 Hynek Schlawack and the attrs contributors

• Branca

• Project: https://python-visualization.github.io/branca/

• License: MIT License

• Copyright (C) 2013, Martin Journois
  

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• click-plugins

• Project: https://github.com/click-contrib/click-plugins

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015-2025, Kevin D. Wurster, Sean C. Gillies

• cligj

• Project: https://github.com/mapbox

• License: BSD

• Copyright (c) 2014, Mapbox

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• Fiona

• Project: https://fiona.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007, Sean C. Gillies

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• Flexpolyline

• Project: https://github.com/heremaps/flexible-polyline

• License: MIT License

• Copyright 2019 HERE Europe B.V

• Folium

• Project: https://python-visualization.github.io/folium/

• License: MIT License

• Copyright (C) 2013, Rob Story

• GeographicLib

• Project: https://geographiclib.sourceforge.io/

• License: MIT License

• Copyright (c) 2008-2023, Charles Karney

• GeoPandas

• Project: http://geopandas.org

• License: BSD

• Copyright (c) 2013-2016, GeoPandas developers. All rights reserved.

• geopy

• Project: https://geopy.readthedocs.io/

• License: MIT License

• Copyright (c) 2006-2018 geopy authors (see AUTHORS)

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• Numpy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2024, NumPy Developers.
  copyright notice, this list of conditions and the following

• openrouteservice-py

• Project: https://openrouteservice.org

• License: Apache License 2.0

• 2023, HeiGIT gGmbH

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2020 The scikit-learn developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• Shapely

• Project: https://shapely.readthedocs.io/en/stable/

• License: BSD

• Copyright (c) 2007, Sean C. Gillies

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• urllib3

• Project: https://urllib3.readthedocs.io/

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Demand Forecast

Python libraries

• annotated-types

• Project: https://github.com/annotated-types/annotated-types

• License: MIT License

• Copyright (c) 2022 the contributors

• Apache MXNet for Deep Learning

• Project: https://mxnet.apache.org

• License: Apache License 2.0

• Copyright 2017-2021 The Apache Software Foundation

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• Cloudpickle

• Project: https://github.com/cloudpipe/cloudpickle

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, Cloudpickle contributors.Copyright (c) 2012, Regents of the University of California.Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com.All rights reserved.

• CmdStanPy

• Project: https://github.com/stan-dev/cmdstanpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, Stan Developers and their Assignees

• contourpy

• Project: https://contourpy.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2025, ContourPy Developers.

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• cython

• Project: https://cython.org

• License: Apache License 2.0

• 2025 Stefan Behnel, Robert Bradshaw, Dag Sverre Seljebotn, Greg Ewing, William Stein, Gabriel Gellner, et al.

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• GluonTS - Probabilistic Time Series Modeling in Python

• Project: https://ts.gluon.ai

• License: Apache License 2.0

• Copyright 2018-2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.

• Graphviz

• Project: https://graphviz.readthedocs.io

• License: MIT License

• Copyright (c) 2013-2018 Sebastian Bank

• holidays

• Project: https://pypi.org/project/holidays

• License: MIT License

• Copyright (c) Vacanza Team and individual contributors (see CONTRIBUTORS file)
  Copyright (c) dr-prodigy <dr.prodigy.github@gmail.com>, 2017-2023
  Copyright (c) ryanss <ryanssdev@icloud.com>, 2014-2017

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• Kiwi

• Project: https://kiwisolver.readthedocs.io/en/latest/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2025, Nucleic Development Team

• LightGBM

• Project: https://lightgbm.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) Microsoft Corporation

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: https://matplotlib.org/stable/

• License: BSD

• 2012–2025 The Matplotlib development team.

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• nvidia-nccl-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• patsy

• Project: https://github.com/pydata/patsy

• License: BSD 2-clause “Simplified” License

• Copyright (C) 2011-2012, Patsy Developers. All rights reserved.
  copyright notice, this list of conditions and the following

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• pmdarima

• Project: https://www.alkaline-ml.com/pmdarima

• License: MIT License

• Copyright (c) 2017 Taylor G Smith

• pretty-yaml

• Project: https://github.com/mk-fg/pretty-yaml

• License: Do What The F*ck You Want To Public License

• Copyright (C) 2012 Mike Kazantsev <mk.fraggod@gmail.com>

• Prophet

• Project: https://facebook.github.io/prophet

• License: MIT License

• Copyright (c) Facebook, Inc. and its affiliates.

• pydantic

• Project: https://docs.pydantic.dev

• License: MIT License

• Copyright (c) 2017 to present Pydantic Services Inc. and individual contributors

• pydantic-core

• Project: https://docs.pydantic.dev/latest/

• License: MIT License

• Copyright (c) 2022 Samuel Colvin

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2023 The scikit-learn developers.All rights reserved.

• Scikit-Optimize

• Project: http://scikit-optimize.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016-2024 The scikit-optimize developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• StanIO

• Project: https://github.com/stan-dev/stanio

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2023 Simons Foundation

• statsmodels

• Project: http://www.statsmodels.org/devel/

• License: BSD

• Copyright (C) 2006, Jonathan E. Taylor
  Copyright (c) 2006-2008 Scipy Developers.
  Copyright (c) 2009-2018 statsmodels Developers.

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• toolz

• Project: http://toolz.readthedocs.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013 Matthew Rocklin

• tqdm

• Project: https://tqdm.github.io/

• License: Mozilla Public License 2.0

• MPL-2.0 2015-2024 (c) Casper da Costa-Luis [casperdcl](https://github.com/casperdcl)

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• typing-inspection

• Project: https://typing-inspection.pydantic.dev

• License: MIT License

• Copyright (c) Pydantic Services Inc. 2025 to present

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• urllib3

• Project: https://urllib3.readthedocs.io/

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• XGBoost

• Project: https://github.com/dmlc/xgboost

• License: Apache License 2.0

• © Contributors, 2021. Licensed under an Apache-2 license.

Factories Electricity and CO2 Emissions Forecasting

Python libraries

• annotated-types

• Project: https://github.com/annotated-types/annotated-types

• License: MIT License

• Copyright (c) 2022 the contributors

• Apache MXNet for Deep Learning

• Project: https://mxnet.apache.org

• License: Apache License 2.0

• Copyright 2017-2021 The Apache Software Foundation

• attrs: Classes Without Boilerplate

• Project: https://www.attrs.org/en/stable/

• License: MIT License

• Copyright (c) 2015 Hynek Schlawack and the attrs contributors

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• cloudpickle

• Project: https://github.com/cloudpipe/cloudpickle

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, Cloudpickle contributors.Copyright (c) 2012, Regents of the University of California.Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com. All rights reserved.

• CmdStanPy

• Project: https://github.com/stan-dev/cmdstanpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, Stan Developers and their Assignees

• contourpy

• Project: https://contourpy.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2025, ContourPy Developers.

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• cython

• Project: https://cython.org

• License: Apache License 2.0

• 2025 Stefan Behnel, Robert Bradshaw, Dag Sverre Seljebotn, Greg Ewing, William Stein, Gabriel Gellner, et al.

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• Fast JSON schema for Python

• Project: https://horejsek.github.io/python-fastjsonschema/

• License: BSD

• Copyright (c) 2018, Michal Horejsek
  

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• GluonTS - Probabilistic Time Series Modeling in Python

• Project: https://ts.gluon.ai

• License: Apache License 2.0

• Copyright 2018-2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.

• Graphviz

• Project: https://graphviz.readthedocs.io

• License: MIT License

• Copyright (c) 2013-2018 Sebastian Bank

• Holidays

• Project: https://pypi.org/project/holidays

• License: MIT License

• Copyright (c) Vacanza Team and individual contributors (see CONTRIBUTORS file)
  Copyright (c) dr-prodigy <dr.prodigy.github@gmail.com>, 2017-2023
  Copyright (c) ryanss <ryanssdev@icloud.com>, 2014-2017

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• JSON schema

• Project: https://python-jsonschema.readthedocs.io

• License: MIT License

• Copyright (c) 2013 Julian Berman

• jsonschema-specifications

• Project: https://jsonschema-specifications.readthedocs.io/

• License: MIT License

• Copyright (c) 2022 Julian Berman

• Jupyter Core

• Project: https://jupyter-core.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015-, Jupyter Development Team All rights reserved.

• Kiwi

• Project: https://kiwisolver.readthedocs.io/en/latest/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2025, Nucleic Development Team

• LightGBM

• Project: https://lightgbm.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) Microsoft Corporation

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: https://matplotlib.org/stable/

• License: Custom

• The Matplotlib Development team

• Narwhals

• Project: https://narwhals-dev.github.io/narwhals/

• License: MIT License

• Copyright (c) 2024, Marco Gorelli

• nbformat: Jupyter Notebook Format

• Project: http://nbformat.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• • Copyright (c) 2001-2015, IPython Development Team - Copyright (c) 2015-, Jupyter Development Team All rights reserved.

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• nvidia-nccl-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• patsy

• Project: https://github.com/pydata/patsy

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• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

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• pretty-yaml

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• Prophet

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• Copyright (c) 2022 Samuel Colvin

• pyparsing

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• PyYAML

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• requests

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• rpds.py

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• scikit-learn

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• scipy

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• setuptools

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• six

• Project: https://six.readthedocs.io/

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• StanIO

• Project: https://github.com/stan-dev/stanio

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• Copyright 2023 Simons Foundation

• statsmodels

• Project: http://www.statsmodels.org/devel/

• License: BSD

• Copyright (C) 2006, Jonathan E. Taylor
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• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

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• toolz

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• tqdm

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• MPL-2.0 2015-2024 (c) Casper da Costa-Luis [casperdcl](https://github.com/casperdcl)

• Traitlets

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• typing-inspection

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• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, Cloudpickle contributors.Copyright (c) 2012, Regents of the University of California.Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com.All rights reserved.

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• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
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• Flask

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• Copyright 2020-2021 QuantCo Inc, Christian Lorentzen

• importlib_metadata

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• Copyright © Jason R. Coombs

• ItsDangerous

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• Copyright 2011 Pallets

• Jinja2

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• License: BSD 3-clause “New” or “Revised” License

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• joblib

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• Copyright (c) 2008-2021, The joblib developers.

• LightGBM

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• License: MIT License

• Copyright (c) Microsoft Corporation

• MarkupSafe

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• Copyright 2010 Pallets

• Narwhals

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• License: MIT License

• Copyright (c) 2024, Marco Gorelli

• numexpr

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• License: MIT License

• Copyright (c) 2011- numexpr authors

• Numpy

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• Copyright (c) 2005-2024, NumPy Developers.
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• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

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• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

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• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• patsy

• Project: https://github.com/pydata/patsy

• License: BSD 2-clause “Simplified” License

• Copyright (C) 2011-2012, Patsy Developers. All rights reserved.
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• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• plotly

• Project: https://plotly.com/

• License: MIT License

• Copyright (c) 2016-2024 Plotly Technologies Inc.

• pretty-yaml

• Project: https://github.com/mk-fg/pretty-yaml

• License: Do What The F*ck You Want To Public License

• Copyright (C) 2012 Mike Kazantsev <mk.fraggod@gmail.com>

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• pyzstd

• Project: https://pyzstd.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2020-present, Ma Lin and contributors.

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2021 The scikit-learn developers.

• Scikit-Optimize

• Project: https://scikit-optimize.github.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016-2020 The scikit-optimize developers. All rights reserved.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2019, SciPy Developers. All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• statsmodels

• Project: http://www.statsmodels.org/devel/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (C) 2006, Jonathan E. Taylor
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• tabmat

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• License: BSD 3-clause “New” or “Revised” License

• Copyright 2020-2021 QuantCo Inc

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

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• Copyright (c) 2019, threadpoolctl contributors

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

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• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• Werkzeug

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• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• XGBoost

• Project: https://xgboost.ai/

• License: Apache License 2.0

• © Contributors, 2021. Licensed under an Apache-2 license.

• zipp

• Project: https://github.com/jaraco/zipp

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• aio-libs

• Project: https://docs.aiohttp.org

• License: Apache License 2.0

• Copyright aio-libs contributors.

• aiohappyeyeballs

• Project: https://aiohappyeyeballs.rtfd.io

• License: PSF-2.0

• Copyright (c) 1991 - 1995, Stichting Mathematisch Centrum Amsterdam,

• aiosignal

• Project: https://aiosignal.aio-libs.org

• License: Apache License 2.0

• Copyright 2013-2019 Nikolay Kim and Andrew Svetlov

• annotated-types

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• AnyIO

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• async-timeout

• Project: https://github.com/aio-libs/async-timeout/

• License: Apache License 2.0

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• attrs: Classes Without Boilerplate

• Project: https://www.attrs.org/en/stable/

• License: MIT License

• Copyright (c) 2015 Hynek Schlawack and the attrs contributors

• Autograd

• Project: https://github.com/HIPS/autograd

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• Copyright (c) 2025 by the President and Fellows of Harvard University

• autograd-gamma

• Project: https://github.com/CamDavidsonPilon/autograd-gamma

• License: MIT License

• Copyright (c) 2019 Cameron Davidson-Pilon

• backoff

• Project: https://github.com/litl/backoff/blob/v2.2.1/README.rst

• License: MIT License

• Copyright (c) 2014 litl, LLC.

• bcrypt

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• Copyright 2013-2025 The Python Cryptographic Authority developers

• Blinker

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• Copyright 2010 Jason Kirtland

• build

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• Copyright © 2019 Filipe Laíns <filipe.lains@gmail.com>

• cachetools

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• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

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• Copyright (c) 2025 TAHRI Ahmed R.

• Chroma - the open-source embedding database.

• Project: https://www.trychroma.com/

• License: Apache License 2.0

• Copyright 2024 Chroma Inc

• Chroma-Hnswlib - fast approximate nearest neighbor search

• Project: https://github.com/nmslib/hnswlib

• License: Apache License 2.0

• Not copyright found

• Click

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• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• coloredlogs

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• ContourPy

• Project: https://github.com/contourpy/contourpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2024, ContourPy Developers.
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• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• Dataclasses JSON

• Project: https://github.com/lidatong/dataclasses-json

• License: MIT License

• Copyright (c) 2019 Charles Li and contributors

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
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• Distro - an OS platform information API

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• License: Apache License 2.0

• Copyright 2015-2021 Nir Cohen

• durationpy

• Project: https://github.com/icholy/durationpy/blob/0.10/README.md

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• Copyright 2017 Ilia Choly

• exceptiongroup

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• Copyright (c) 2022 Alex Grönholm

• fastapi

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• Copyright (c) 2018 Sebastián Ramírez

• filelock

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• filesystem_spec

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• Copyright (c) 2018, Martin Durant

• Flask

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• Copyright 2010 Pallets

• FlatBuffers

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• Copyright 2025 Google Inc. All rights reserved.

• fonttools

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• Copyright (c) 2017 Just van Rossum

• formulaic

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• Copyright 2019 Matthew Wardrop and contributors

• frozenlist

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• Copyright 2013-2019 Nikolay Kim and Andrew Svetlov

• Google Auth Python Library

• Project: https://googleapis.dev/python/google-auth/latest/

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• Copyright 2024 Google LLC

• Google Cloud Python Client

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• 2019, Google, LLC

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• gRPC – An RPC library and framework

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• Copyright 2016, Google Inc.

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• Copyright © 2020, [Encode OSS Ltd](https://www.encode.io/).

• httptools

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• Copyright (c) 2015 MagicStack Inc. http://magic.io

• HTTPX - A next-generation HTTP client for Python.

• Project: https://www.python-httpx.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright © 2019, [Encode OSS Ltd](https://www.encode.io/).

• httpx-sse

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• Copyright 2023 The HuggingFace Team. All rights reserved.

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• importlib_metadata

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• Copyright © Jason R. Coombs

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• interface_meta

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• Copyright (c) 2019 Matthew Wardrop

• ItsDangerous

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• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

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• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

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• Copyright (c) 2008-2021, The joblib developers.

• jsonpointer

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• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2011 Stefan Kögl <stefan@skoegl.net>

• kiwisolver

• Project: https://github.com/nucleic/kiwi

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2024, Nucleic Development Team

• Kubernetes Client

• Project: http://kubernetes.io/

• License: Apache License 2.0

• Copyright 2014 The Kubernetes Authors.

• langchain

• Project: https://python.langchain.com

• License: MIT License

• Copyright (c) LangChain, Inc.

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• markdown2

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• Copyright (c) 2012 Trent Mick , Copyright (c) 2010 ActiveState Software Inc.

• MarkupSafe

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• Copyright (c) 2005-2021 Fredrik Johansson and mpmath contributors

• multidict

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• Copyright 2016 Andrew Svetlov and aio-libs contributors

• Mypy Extensions

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• oauthlib

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• onnxruntime

• Project: https://onnxruntime.ai/

• License: MIT License

• Copyright (c) Microsoft Corporation

• OpenTelemetry Python

• Project: https://opentelemetry.io

• License: Apache License 2.0

• OpenTelemetry Authors

• OpenTelemetry Python Contrib

• Project: https://opentelemetry.io

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• OpenTelemetry Authors

• Copyright (c) 2016, Datadog <info@datadoghq.com>
  All rights reserved.

• orjson

• Project: https://github.com/ijl/orjson

• License: MIT License

• orjson was written by ijl <<ijl@mailbox.org>>, copyright 2018 - 2025

• overrides

• Project: https://github.com/mkorpela/overrides

• License: Apache License 2.0

• Copyright 2019 Mikko Korpela

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• Plotly

• Project: https://plotly.com/python/

• License: MIT License

• Copyright (c) 2016-2018 Plotly, Inc

• plotly-calplot

• Project: https://pypi.org/project/plotly-calplot/

• License: MIT License

• posthog

• Project: https://posthog.com/docs/libraries/python

• License: MIT License

• Copyright (c) 2023 PostHog (part of Hiberly Inc)
  Copyright (c) 2013 Segment Inc. friends@segment.com
  Copyright (c) 2012 Functional Software, Inc. dba Sentry

• propcache

• Project: https://propcache.aio-libs.org/

• License: Apache License 2.0

• Copyright 2016-2021, Andrew Svetlov and aio-libs team

• Protocol Buffers

• Project: https://protobuf.dev/

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2008 Google Inc. All rights reserved.

• pyasn1

• Project: https://pyasn1.readthedocs.io/

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2005-2020, Ilya Etingof <etingof@gmail.com>

• pydantic

• Project: https://docs.pydantic.dev

• License: MIT License

• Copyright (c) 2017 to present Pydantic Services Inc. and individual contributors

• pydantic-core

• Project: https://docs.pydantic.dev/latest/

• License: MIT License

• Copyright (c) 2022 Samuel Colvin

• pydantic-settings

• Project: https://docs.pydantic.dev/latest/usage/pydantic_settings/

• License: MIT License

• Copyright (c) 2022 Samuel Colvin and other contributors

• pygments

• Project: http://pygments.org/

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2006-2022 by the authors

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• PyPika - Python Query Builder

• Project: http://pypika.readthedocs.io/en/latest/

• License: Apache License 2.0

• 2016, KAYAK Germany GmbH’

• pyproject_hooks

• Project: https://pyproject-hooks.readthedocs.io/

• License: MIT License

• Copyright (c) 2017 Thomas Kluyver

• pysqlite3-binary

• Project: https://github.com/coleifer/pysqlite3/blob/0.5.4/README.md

• License: zlib License

• Copyright (c) 2004-2007 Gerhard Häring

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• python-dotenv

• Project: https://saurabh-kumar.com/python-dotenv/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2014, Saurabh Kumar (python-dotenv), 2013, Ted Tieken (django-dotenv-rw), 2013, Jacob Kaplan-Moss (django-dotenv)

• python-json-patch

• Project: https://python-json-patch.readthedocs.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2011 Stefan Kögl <stefan@skoegl.net>

• Python-RSA

• Project: https://stuvel.eu/rsa

• License: Apache License 2.0

• Copyright 2011 Sybren A. Stüvel <sybren@stuvel.eu>

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• requests-oauthlib

• Project: https://requests-oauthlib.readthedocs.org/

• License: ISC License

• Copyright (c) 2014 Kenneth Reitz

• Rich

• Project: https://rich.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2020 Will McGugan

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2021 The scikit-learn developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• shellingham

• Project: https://github.com/sarugaku/shellingham

• License: ISC License

• Copyright (c) 2018, Tzu-ping Chung <uranusjr@gmail.com>
  copyright notice and this permission notice appear in all copies.

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• sniffio

• Project: https://sniffio.readthedocs.io

• License: MIT License

• The sniffio authors

• SQLAlchemy

• Project: https://www.sqlalchemy.org

• License: MIT License

• Copyright 2005-2025 SQLAlchemy authors and contributors <see AUTHORS file>.

• Starlette

• Project: https://starlette.dev

• License: BSD 3-clause “New” or “Revised” License

• Copyright © 2018, [Encode OSS Ltd](https://www.encode.io/).

• SymPy

• Project: https://sympy.org/

• License: BSD

• Copyright (c) 2006-2023 SymPy Development TeamCopyright (c) 2006-2018 SymPy Development Team,Copyright (c) 2014 Matthew RocklinCopyright (c) 2009-2023, PyDy AuthorsCopyright 2016, latex2sympy

• Tenacity

• Project: http://tenacity.readthedocs.io

• License: Apache License 2.0

• Copyright 2016-2018 Julien Danjou # Copyright 2017 Elisey Zanko # Copyright 2016 Étienne Bersac # Copyright 2016 Joshua Harlow # Copyright 2013-2014 Ray Holder

• The Requests Toolbelt

• Project: https://toolbelt.readthedocs.org

• License: Apache License 2.0

• Copyright 2014 Ian Cordasco, Cory Benfield

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• Tokenizers

• Project: https://huggingface.co/docs/tokenizers

• License: Apache License 2.0

• 2020, huggingface

• tomli

• Project: https://github.com/hukkin/tomli/

• License: MIT License

• Copyright (c) 2021 Taneli Hukkinen

• tqdm

• Project: https://tqdm.github.io/

• License: Mozilla Public License 2.0

• MPL-2.0 2015-2024 (c) Casper da Costa-Luis [casperdcl](https://github.com/casperdcl)

• Typer

• Project: https://typer.tiangolo.com/

• License: MIT License

• Copyright (c) 2019 Sebastián Ramírez

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• typing-inspection

• Project: https://typing-inspection.pydantic.dev

• License: MIT License

• Copyright (c) Pydantic Services Inc. 2025 to present

• typing_inspect

• Project: https://github.com/ilevkivskyi/typing_inspect/

• License: MIT License

• Copyright (c) 2017-2019 Ivan Levkivskyi

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• urllib3

• Project: https://github.com/urllib3/urllib3/blob/2.3.0/README.md

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors

• uvicorn

• Project: https://uvicorn.dev

• License: BSD 3-clause “New” or “Revised” License

• Copyright © 2017, [Encode OSS Ltd](https://www.encode.io/).Copyright © 2025, Marcelo Trylesinski

• uvloop

• Project: https://github.com/MagicStack/uvloop

• License: MIT License

• Copyright (C) 2016-present the uvloop authors and contributors.

• watchfiles

• Project: https://watchfiles.helpmanual.io

• License: MIT License

• Copyright (c) 2017, 2018, 2019, 2020, 2021, 2022 Samuel Colvin

• websocket-client

• Project: https://websocket-client.readthedocs.io/

• License: Apache License 2.0

• Copyright 2024 engn33r

• websockets

• Project: https://websockets.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) Aymeric Augustin and contributors

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• wrapt

• Project: https://wrapt.readthedocs.io/

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2013-2023, Graham Dumpleton

• xet-core

• Project: https://github.com/huggingface/xet-core

• License: Apache License 2.0

• Copyright 2024 The HuggingFace Team. All rights reserved.

• yarl

• Project: https://yarl.aio-libs.org

• License: Apache License 2.0

• Copyright 2016-2021, Andrew Svetlov and aio-libs team

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

• zstandards

• Project: https://facebook.github.io/zstd/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016, Gregory Szorc

Markdown Optimization

Frontend libraries

• @vue/compiler-sfc

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/compiler-ssr

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/runtime-dom

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/server-renderer

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/shared

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• asynckit

• Project: http://npmjs.com/asynckit

• License: MIT License

• Copyright (c) 2016 Alex Indigo

• Axios

• Project: https://axios-http.com

• License: MIT License

• Copyright (c) 2014-present Matt Zabriskie & Collaborators

• Babel

• Project: https://babel.dev

• License: MIT License

• Copyright (c) 2014-present Sebastian McKenzie and other contributors

• call-bind-apply-helpers

• Project: https://github.com/ljharb/call-bind-apply-helpers

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• Commander.js

• Project: https://github.com/tj/commander.js

• License: MIT License

• Copyright (c) 2011 TJ Holowaychuk <tj@vision-media.ca>

• csstype

• Project: https://github.com/frenic/csstype/

• License: MIT License

• Copyright (c) 2017-2018 Fredrik Nicol

• delayed-stream

• Project: https://github.com/felixge/node-delayed-stream/blob/1.0.0/Readme.md

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• devtools-v6

• Project: https://devtools-v6.vuejs.org/

• License: MIT License

• Copyright (c) 2014-present Evan You

• dunder-proto

• Project: https://www.npmjs.com/package/dunder-proto

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• echarts

• Project: https://echarts.apache.org

• License: Apache License 2.0

• Copyright 2017-2025 The Apache Software Foundation

• entities

• Project: https://github.com/fb55/entities

• License: BSD 2-clause “Simplified” License

• Copyright (c) Felix Böhm

• es-define-property

• Project: https://github.com/ljharb/es-define-property

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-errors

• Project: https://github.com/ljharb/es-errors/

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-object-atoms

• Project: https://www.npmjs.com/package/es-object-atoms

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-set-tostringtag

• Project: https://github.com/es-shims/es-set-tostringtag

• License: MIT License

• Copyright (c) 2022 ECMAScript Shims

• estree-walker

• Project: https://github.com/Rich-Harris/estree-walker/

• License: MIT License

• Copyright (c) 2015-20 [these people](https://github.com/Rich-Harris/estree-walker/graphs/contributors)

• Follow Redirects

• Project: https://www.npmjs.com/package/follow-redirects

• License: MIT License

• Copyright 2014–present Olivier Lalonde <olalonde@gmail.com>, James Talmage <james@talmage.io>, Ruben Verborgh

• form-data

• Project: https://github.com/form-data/form-data#readme

• License: MIT License

• Copyright (c) 2012 Felix Geisendörfer (felix@debuggable.com) and contributors

• function-bind

• Project: https://github.com/Raynos/function-bind

• License: MIT License

• Copyright (c) 2013 Raynos.

• get-intrinsic

• Project: https://github.com/ljharb/get-intrinsic/blob/v1.3.0/README.md

• License: MIT License

• Copyright (c) 2020 Jordan Harband

• get-proto

• Project: https://github.com/ljharb/get-proto/blob/v1.0.1/README.md

• License: MIT License

• Copyright (c) 2025 Jordan Harband

• gopd

• Project: https://github.com/ljharb/gopd/tree/v1.2.0

• License: MIT License

• Copyright (c) 2022 Jordan Harband

• has-symbols

• Project: https://github.com/inspect-js/has-symbols/blob/v1.1.0/README.md

• License: MIT License

• Copyright (c) 2016 Jordan Harband

• has-tostringtag

• Project: https://github.com/inspect-js/has-tostringtag

• License: MIT License

• Copyright (c) 2021 Inspect JS

• hasown

• Project: https://github.com/inspect-js/hasOwn

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• lodash v4.17.21

• Project: https://lodash.com/

• License: MIT License

• Copyright OpenJS Foundation and other contributors <https://openjsf.org/>
  Copyright and related rights for sample code are waived via CC0. Sample

• magic-string

• Project: https://github.com/rich-harris/magic-string/

• License: MIT License

• Copyright 2018 Rich Harris

• math-intrinsics

• Project: https://github.com/es-shims/math-intrinsics

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• mime-db

• Project: https://github.com/jshttp/mime-db

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015-2022 Douglas Christopher Wilson <doug@somethingdoug.com>

• mime-types

• Project: https://github.com/jshttp/mime-types

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015 Douglas Christopher Wilson <doug@somethingdoug.com>

• nanoid

• Project: https://zelark.github.io/nano-id-cc/

• License: MIT License

• Copyright 2017 Andrey Sitnik <andrey@sitnik.ru>

• node-combined-stream

• Project: https://github.com/felixge/node-combined-stream

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• picocolors

• Project: https://github.com/alexeyraspopov/picocolors/blob/v1.1.1/README.md

• License: ISC License

• Copyright (c) 2021-2024 Oleksii Raspopov, Kostiantyn Denysov, Anton Verinov

• Pinia

• Project: https://pinia.vuejs.org

• License: MIT License

• Copyright (c) 2019-present Eduardo San Martin Morote

• postcss

• Project: https://postcss.org

• License: MIT License

• Copyright 2013 Andrey Sitnik <andrey@sitnik.ru>

• proxy-from-env

• Project: https://github.com/Rob–W/proxy-from-env

• License: MIT License

• Copyright (C) 2016-2018 Rob Wu <rob@robwu.nl>

• Quasar

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• resize-detector

• Project: https://github.com/Justineo/resize-detector

• License: MIT License

• Copyright (c) 2018-present, GU Yiling.
  Copyright (c) 2013 Sebastián Décima

• showdown

• Project: http://www.showdownjs.com/

• License: MIT License

• Copyright (c) 2018,2021 ShowdownJS

• source-map-js

• Project: https://github.com/7rulnik/source-map-js

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2009-2011, Mozilla Foundation and contributors

• sourcemap-codec

• Project: https://github.com/jridgewell/sourcemaps/

• License: MIT License

• Copyright 2024 Justin Ridgewell <justin@ridgewell.name>

• tslib

• Project: https://github.com/Microsoft/tslib

• License: BSD Zero Clause License

• Copyright (c) Microsoft Corporation.

• Vue Demi

• Project: https://github.com/vueuse/vue-demi

• License: MIT License

• Copyright (c) 2020-present, Anthony Fu

• Vue-ECharts

• Project: https://vue-echarts.dev

• License: MIT License

• Copyright (c) 2016-present GU Yiling & ECOMFE

• Vue.js

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs/core

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• zrender

• Project: https://ecomfe.github.io/zrender-doc/public/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2017, Baidu Inc.

Python libraries

• accumulation_tree

• Project: https://github.com/tkluck/accumulation_tree

• License: MIT License

• Copyright 2017-2019 Timo Kluck

• annotated-types

• Project: https://github.com/annotated-types/annotated-types

• License: MIT License

• Copyright (c) 2022 the contributors

• Apache MXNet for Deep Learning

• Project: https://mxnet.apache.org

• License: Apache License 2.0

• Copyright 2017-2021 The Apache Software Foundation

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• Cloudpickle

• Project: https://github.com/cloudpipe/cloudpickle

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, Cloudpickle contributors.Copyright (c) 2012, Regents of the University of California.Copyright (c) 2009 PiCloud, Inc. http://www.picloud.com.All rights reserved.

• CmdStanPy

• Project: https://github.com/stan-dev/cmdstanpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, Stan Developers and their Assignees

• ContourPy

• Project: https://github.com/contourpy/contourpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2024, ContourPy Developers.
  All rights reserved.

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• cython

• Project: https://cython.org

• License: Apache License 2.0

• 2025 Stefan Behnel, Robert Bradshaw, Dag Sverre Seljebotn, Greg Ewing, William Stein, Gabriel Gellner, et al.

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• EconML

• Project: https://www.microsoft.com/en-us/research/project/alice/

• License: MIT License

• Copyright (c) PyWhy contributors. All rights reserved.
  Copyright (c) 2007-2020 The scikit-learn developers.

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• GluonTS - Probabilistic Time Series Modeling in Python

• Project: https://ts.gluon.ai

• License: Apache License 2.0

• Copyright 2018-2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.

• Graphviz

• Project: https://graphviz.readthedocs.io

• License: MIT License

• Copyright (c) 2013-2018 Sebastian Bank

• holidays

• Project: https://pypi.org/project/holidays

• License: MIT License

• Copyright (c) Vacanza Team and individual contributors (see CONTRIBUTORS file)
  Copyright (c) dr-prodigy <dr.prodigy.github@gmail.com>, 2017-2023
  Copyright (c) ryanss <ryanssdev@icloud.com>, 2014-2017

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• kiwisolver

• Project: https://github.com/nucleic/kiwi

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2024, Nucleic Development Team

• LightGBM

• Project: https://lightgbm.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) Microsoft Corporation

• llvmlite

• Project: https://llvmlite.pydata.org/

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2014-, Continuum Analytics, Inc.

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: http://matplotlib.org/

• License: Custom

• The Matplotlib Development team

• Numba

• Project: https://numba.pydata.org

• License: BSD

• Copyright (c) 2012, Anaconda, Inc.
  All rights reserved.

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• patsy

• Project: https://github.com/pydata/patsy

• License: BSD 2-clause “Simplified” License

• Copyright (C) 2011-2012, Patsy Developers. All rights reserved.
  copyright notice, this list of conditions and the following

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• pmdarima

• Project: https://www.alkaline-ml.com/pmdarima

• License: MIT License

• Copyright (c) 2017 Taylor G Smith

• pretty-yaml

• Project: https://github.com/mk-fg/pretty-yaml

• License: Do What The F*ck You Want To Public License

• Copyright (C) 2012 Mike Kazantsev <mk.fraggod@gmail.com>

• Prophet

• Project: https://facebook.github.io/prophet

• License: MIT License

• Copyright (c) Facebook, Inc. and its affiliates.

• pydantic

• Project: https://docs.pydantic.dev

• License: MIT License

• Copyright (c) 2017 to present Pydantic Services Inc. and individual contributors

• pydantic-core

• Project: https://docs.pydantic.dev/latest/

• License: MIT License

• Copyright (c) 2022 Samuel Colvin

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• Pyudorandom

• Project: https://github.com/mewwts/pyudorandom

• License: MIT License

• Copyright (c) 2017 Mats Julian Olsen

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2023 The scikit-learn developers.All rights reserved.

• Scikit-Optimize

• Project: http://scikit-optimize.readthedocs.io/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016-2024 The scikit-optimize developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• shap

• Project: https://shap.readthedocs.io

• License: MIT License

• Copyright (c) 2018 Scott Lundberg

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• slicer

• Project: https://github.com/interpretml/slicer/blob/v0.0.7/README.md

• License: MIT License

• Copyright (c) 2020 InterpretML

• sparse

• Project: https://sparse.pydata.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2018, Sparse developers

• StanIO

• Project: https://github.com/stan-dev/stanio

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2023 Simons Foundation

• statsmodels

• Project: http://www.statsmodels.org/devel/

• License: BSD

• Copyright (C) 2006, Jonathan E. Taylor
  Copyright (c) 2006-2008 Scipy Developers.
  Copyright (c) 2009-2018 statsmodels Developers.

• tdigest

• Project: https://github.com/CamDavidsonPilon/tdigest/tree/v0.5.2.2

• License: MIT License

• Copyright (c) 2015 Cameron Davidson-Pilon

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• toolz

• Project: http://toolz.readthedocs.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013 Matthew Rocklin

• tqdm

• Project: https://tqdm.github.io/

• License: Mozilla Public License 2.0

• MPL-2.0 2015-2024 (c) Casper da Costa-Luis [casperdcl](https://github.com/casperdcl)

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• typing-inspection

• Project: https://typing-inspection.pydantic.dev

• License: MIT License

• Copyright (c) Pydantic Services Inc. 2025 to present

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• urllib3

• Project: https://urllib3.readthedocs.io/

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• XGBoost

• Project: https://github.com/dmlc/xgboost

• License: Apache License 2.0

• © Contributors, 2021. Licensed under an Apache-2 license.

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Market Basket Analysis

Python libraries

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• ContourPy

• Project: https://github.com/contourpy/contourpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2024, ContourPy Developers.
  All rights reserved.

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• dateparser

• Project: https://dateparser.readthedocs.org/en/latest/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2014, Scrapinghub

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• kiwisolver

• Project: https://github.com/nucleic/kiwi

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2024, Nucleic Development Team

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: http://matplotlib.org/

• License: Custom

• The Matplotlib Development team

• mlxtend

• Project: https://rasbt.github.io/mlxtend/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2014-2016, Sebastian Raschka. All rights reserved.

• mrab-regex

• Project: https://github.com/mrabarnett/mrab-regex

• License: Apache License 2.0

• copyright (c) 1998-2001 by Secret Labs AB and licensed under CNRI’s Python 1.6 Copyright 2020 Matthew Barnett

• Numpy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2024, NumPy Developers.
  copyright notice, this list of conditions and the following

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• scikit-learn

• Project: https://scikit-learn.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2024 The scikit-learn developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• tzlocal

• Project: https://github.com/regebro/tzlocal/blob/5.3.1/README.rst

• License: MIT License

• Copyright 2011-2017 Lennart Regebro

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Data Sources

• UCI Machine Learning Repository Dataset

• Project: https://archive.ics.uci.edu/dataset/502/online+retail+ii/

• License: Creative Commons Attribution 4.0 International

• Copyright: Matthew Barnett

Molecular Property Prediction

Python libraries

• aio-libs

• Project: https://docs.aiohttp.org

• License: Apache License 2.0

• Copyright aio-libs contributors.

• aiobotocore

• Project: https://aiobotocore.aio-libs.org

• License: Apache License 2.0

• 2021, Nikolay Novik and aio-libs contributors

• aiohappyeyeballs

• Project: https://aiohappyeyeballs.rtfd.io

• License: PSF-2.0

• Copyright (c) 1991 - 1995, Stichting Mathematisch Centrum Amsterdam,

• aioitertools

• Project: https://omnilib.dev/project/aioitertools.html

• License: MIT License

• Copyright (c) 2022 Amethyst Reese

• aiosignal

• Project: https://aiosignal.aio-libs.org

• License: Apache License 2.0

• Copyright 2013-2019 Nikolay Kim and Andrew Svetlov

• annotated-types

• Project: https://github.com/annotated-types/annotated-types

• License: MIT License

• Copyright (c) 2022 the contributors

• Apache Arrow

• Project: arrow.apache.org

• License: Apache License 2.0

• Copyright 2016-2024 The Apache Software Foundation

• async-timeout

• Project: https://github.com/aio-libs/async-timeout

• License: Apache License 2.0

• Copyright 2016-2020 aio-libs collaboration.

• attrs: Classes Without Boilerplate

• Project: https://www.attrs.org/en/stable/

• License: MIT License

• Copyright (c) 2015 Hynek Schlawack and the attrs contributors

• Blinker

• Project: https://blinker.readthedocs.io

• License: MIT License

• Copyright 2010 Jason Kirtland

• botocore

• Project: https://botocore.amazonaws.com/

• License: Apache License 2.0

• 2025, Amazon Web Services, Inc

• cachetools

• Project: https://pypi.org/project/cachetools/

• License: MIT License

• Copyright (c) 2014-2025 Thomas Kemmer

• cattrs

• Project: https://catt.rs

• License: MIT License

• Copyright (c) 2016, Tin Tvrtković

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• ChEMBL webresource client

• Project: https://www.ebi.ac.uk/chembl/api/data/docs

• License: Apache License 2.0

• Copyright 2014 EMBL-EBI

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• ContourPy

• Project: https://github.com/contourpy/contourpy

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2021-2024, ContourPy Developers.
  All rights reserved.

• Core Helpers for Google Cloud Python Client Library

• Project: https://cloud.google.com/python/docs/reference/google-cloud-core/latest

• License: Apache License 2.0

• 2019, Google

• Core Library for Google Client Libraries

• Project: https://googleapis.dev/python/google-api-core/latest

• License: Apache License 2.0

• 2019, Google

• cycler

• Project: https://github.com/matplotlib/cycler/blob/v0.12.1/README.rst

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2015, matplotlib project All rights reserved.

• datamol - molecular processing made easy

• Project: https://docs.datamol.io

• License: Apache License 2.0

• Copyright 2021 - 2023 datamol.io

• dateutil - powerful extensions to datetime

• Project: http://labix.org/python-dateutil

• License: Apache License 2.0

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2017- Paul Ganssle <paul@ganssle.io>
  Copyright 2017- dateutil contributors (see AUTHORS file)

• Copyright (c) 2003-2011 - Gustavo Niemeyer <gustavo@niemeyer.net>
  Copyright (c) 2012-2014 - Tomi Pieviläinen <tomi.pievilainen@iki.fi>
  Copyright (c) 2014-2016 - Yaron de Leeuw <me@jarondl.net>
  Copyright (c) 2015- - Paul Ganssle <paul@ganssle.io>
  Copyright (c) 2015- - dateutil contributors (see AUTHORS file)

• Decorators for Humans

• Project: https://github.com/micheles/decorator

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2005-2025, Michele Simionato
  All rights reserved.

• deepchem

• Project: https://deepchem.io/

• License: MIT License

• Copyright 2017 PandeLab

• easydict

• Project: https://github.com/makinacorpus/easydict

• License: LGPL-3.0-or-later

• Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>

• exceptiongroup

• Project: https://github.com/agronholm/exceptiongroup

• License: MIT License

• Copyright (c) 2022 Alex Grönholm

• filelock

• Project: https://py-filelock.readthedocs.io

• License: The Unlicense

• filesystem_spec

• Project: https://github.com/fsspec/filesystem_spec

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2018, Martin Durant

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• fonttools

• Project: https://fonttools.readthedocs.io/en/latest/

• License: MIT License

• Copyright (c) 2017 Just van Rossum

• frozenlist

• Project: https://frozenlist.aio-libs.org

• License: Apache License 2.0

• Copyright 2013-2019 Nikolay Kim and Andrew Svetlov

• gcsfs

• Project: http://gcsfs.readthedocs.io/en/latest/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2014-2018, Anaconda, Inc. and contributors

• Google Auth Python Library

• Project: https://googleapis.dev/python/google-auth/latest/

• License: Apache License 2.0

• Copyright 2024 Google LLC

• Google Cloud Python Client

• Project: https://googleapis.github.io/google-cloud-python/

• License: Apache License 2.0

• 2019, Google, LLC

• google-crc32c

• Project: https://github.com/googleapis/python-crc32c/

• License: Apache License 2.0

• Copyright 2023 Google LLC

• google-resumable-media

• Project: https://github.com/googleapis/google-resumable-media-python/blob/75dbecf8d140483da27dffc970e2e87338e71432/google/resumable_media/__init__.py#L4

• License: Apache License 2.0

• Copyright 2017 Google Inc.

• h5py

• Project: http://www.h5py.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008 Andrew Collette and contributors

• huggingface_hub

• Project: https://huggingface.co/docs/huggingface_hub

• License: Apache License 2.0

• Copyright 2023 The HuggingFace Team. All rights reserved.

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• importlib_resources

• Project: https://docs.python.org/3/library/importlib.html#module-importlib.resources

• License: Apache License 2.0

• © Copyright 2001 Python Software Foundation.

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• JMESPath

• Project: http://jmespath.org

• License: MIT License

• Copyright (c) 2013 Amazon.com, Inc. or its affiliates. All Rights Reserved

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• kiwisolver

• Project: https://github.com/nucleic/kiwi

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2013-2024, Nucleic Development Team

• Loguru

• Project: https://loguru.readthedocs.io

• License: MIT License

• Copyright (c) 2017

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• matplotlib

• Project: http://matplotlib.org/

• License: Custom

• The Matplotlib Development team

• Molfeat

• Project: https://molfeat.datamol.io

• License: Apache License 2.0

• Copyright 2023 datamol.io

• mordredcommunity

• Project: https://www.piwheels.org/project/mordredcommunity/

• License: BSD 3-clause “New” or “Revised” License

• mpmath

• Project: http://mpmath.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2021 Fredrik Johansson and mpmath contributors

• mrab-regex

• Project: https://github.com/mrabarnett/mrab-regex/

• License: CNRI Python License

• License: Apache License 2.0

• Copyright (c) 1998-2001 by Secret Labs AB. All rights reserved.

• multidict

• Project: https://multidict.aio-libs.org

• License: Apache License 2.0

• Copyright 2016 Andrew Svetlov and aio-libs contributors

• networkx

• Project: https://networkx.org

• License: BSD

• Copyright (c) 2004-2023, NetworkX Developers
  Aric Hagberg <hagberg@lanl.gov>
  Dan Schult <dschult@colgate.edu>
  Pieter Swart <swart@lanl.gov>
  All rights reserved.

• Numpy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2024, NumPy Developers.
  copyright notice, this list of conditions and the following

• nvidia-cublas-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cuda-cupti-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cuda-nvrtc-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cuda-runtime-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cudnn-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cufft-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cufile-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-curand-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cusolver-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cusparse-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-cusparselt-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-nccl-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-nvjitlink-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• nvidia-nvtx-cu12

• Project: https://developer.nvidia.com/cuda-zone

• License: NVIDIA Proprietary Software

• Copyright © 2025 NVIDIA Corporation

• oauthlib

• Project: https://oauthlib.readthedocs.io/en/latest/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) The OAuthlib Community

• oauthlib integration for Google Auth

• Project: https://github.com/googleapis/google-auth-library-python-oauthlib

• License: Apache License 2.0

• 2019, Google

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• Pandas

• Project: https://pandas.pydata.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors.

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• platformdirs

• Project: https://platformdirs.readthedocs.io

• License: MIT License

• Copyright (c) 2010-202x The platformdirs developers

• Pmapper

• Project: https://github.com/DrrDom/pmapper

• License: BSD

• Copyright (c) 2018, Pavel Polishchuk

• propcache

• Project: https://propcache.aio-libs.org/

• License: Apache License 2.0

• Copyright 2016-2021, Andrew Svetlov and aio-libs team

• Proto Plus for Python

• Project: https://github.com/googleapis/proto-plus-python

• License: Apache License 2.0

• 2018, Google LLC

• Protocol Buffers

• Project: https://protobuf.dev/

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2008 Google Inc. All rights reserved.

• PubChemPy

• Project: http://docs.pubchempy.org

• License: MIT License

• Copyright 2014 Matt Swain

• pyasn1

• Project: https://pyasn1.readthedocs.io/

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2005-2020, Ilya Etingof <etingof@gmail.com>

• pydantic

• Project: https://docs.pydantic.dev

• License: MIT License

• Copyright (c) 2017 to present Pydantic Services Inc. and individual contributors

• pydantic-core

• Project: https://docs.pydantic.dev/latest/

• License: MIT License

• Copyright (c) 2022 Samuel Colvin

• pyparsing

• Project: https://github.com/pyparsing/pyparsing

• License: MIT License

• Python Client for Google Cloud Storage

• Project: https://cloud.google.com/storage?hl=en

• License: Apache License 2.0

• Copyright 2017 Google LLC

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• python-dotenv

• Project: https://saurabh-kumar.com/python-dotenv/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2014, Saurabh Kumar (python-dotenv), 2013, Ted Tieken (django-dotenv-rw), 2013, Jacob Kaplan-Moss (django-dotenv)

• Python-RSA

• Project: https://stuvel.eu/rsa

• License: Apache License 2.0

• Copyright 2011 Sybren A. Stüvel <sybren@stuvel.eu>

• pytz

• Project: http://pythonhosted.org/pytz

• License: MIT License

• Copyright (c) 2003-2019 Stuart Bishop <stuart@stuartbishop.net>

• PyYAML

• Project: https://github.com/yaml/pyyaml

• License: MIT License

• Copyright (c) 2017-2021 Ingy döt Net
  Copyright (c) 2006-2016 Kirill Simonov

• RDKit Python Wheels

• Project: https://github.com/kuelumbus/rdkit-pypi

• License: MIT License

• Copyright (c) 2022 Christopher Kuenneth

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• Requests-cache

• Project: https://requests-cache.readthedocs.io

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2023, Jordan Cook

• requests-oauthlib

• Project: https://requests-oauthlib.readthedocs.org/

• License: ISC License

• Copyright (c) 2014 Kenneth Reitz

• s3fs

• Project: http://s3fs.readthedocs.io/en/latest/

• License: BSD

• Copyright (c) 2016, Continuum Analytics, Inc. and contributors

• Safetensors

• Project: https://huggingface.co/docs/safetensors

• License: Apache License 2.0

• scikit-learn

• Project: https://scikit-learn.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2024 The scikit-learn developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• SELFIES

• Project: https://github.com/aspuru-guzik-group/selfies

• License: Apache License 2.0

• 2020, Mario Krenn

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• SymPy

• Project: https://sympy.org/

• License: BSD

• Copyright (c) 2006-2023 SymPy Development TeamCopyright (c) 2006-2018 SymPy Development Team,Copyright (c) 2014 Matthew RocklinCopyright (c) 2009-2023, PyDy AuthorsCopyright 2016, latex2sympy

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• Tokenizers

• Project: https://huggingface.co/docs/tokenizers

• License: Apache License 2.0

• 2020, huggingface

• torch

• Project: https://pytorch.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2016- Facebook, Inc (Adam Paszke)Copyright (c) 2014- Facebook, Inc (Soumith Chintala)Copyright (c) 2011-2014 Idiap Research Institute (Ronan Collobert)Copyright (c) 2012-2014 Deepmind Technologies (Koray Kavukcuoglu)Copyright (c) 2011-2012 NEC Laboratories America (Koray Kavukcuoglu)Copyright (c) 2011-2013 NYU (Clement Farabet)Copyright (c) 2006-2010 NEC Laboratories America (Ronan Collobert, Leon Bottou, Iain Melvin, Jason Weston)Copyright (c) 2006 Idiap Research Institute (Samy Bengio)Copyright (c) 2001-2004 Idiap Research Institute (Ronan Collobert, Samy Bengio, Johnny Mariethoz)Copyright (c) 2016-present, Facebook Inc. All rights reserved.Copyright (c) 2016 Facebook Inc.Copyright (c) 2015 Google Inc.Copyright (c) 2015 Yangqing JiaCopyright 2019-2020 Kakao BrainCopyright (c) 2022 Cruise LLC.Copyright (c) 2024 Tri Dao.Copyright (c) 2021, 2023-2024 Arm Limited and/or its affiliatesCopyright(c) 2013, 2014, 2015, the respective contributorsCopyright(c) 2015, 2016 the respective contributors

• tqdm

• Project: https://tqdm.github.io/

• License: Mozilla Public License 2.0

• MPL-2.0 2015-2024 (c) Casper da Costa-Luis [casperdcl](https://github.com/casperdcl)

• Transformers

• Project: https://huggingface.co/transformers

• License: Apache License 2.0

• Copyright 2025 The HuggingFace Team. All rights reserved.

• triton

• Project: https://triton-lang.org/

• License: MIT License

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• typing-inspection

• Project: https://typing-inspection.pydantic.dev

• License: MIT License

• Copyright (c) Pydantic Services Inc. 2025 to present

• tzdata

• Project: https://tzdata.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2020, Paul Ganssle (Google)

• url-normalize

• Project: https://pypi.org/project/url-normalize/

• License: MIT License

• Copyright (c) 2020 Nikolay Panov

• urllib3

• Project: https://urllib3.readthedocs.io/

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• wrapt

• Project: https://wrapt.readthedocs.io/

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2013-2023, Graham Dumpleton

• xet-core

• Project: https://github.com/huggingface/xet-core

• License: Apache License 2.0

• Copyright 2024 The HuggingFace Team. All rights reserved.

• yarl

• Project: https://yarl.aio-libs.org

• License: Apache License 2.0

• Copyright 2016-2021, Andrew Svetlov and aio-libs team

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Process Mining

Frontend libraries

• dash-extensions-js

• Project: https://www.dash-extensions.com/sections/javascript

• License: MIT License

• Ramda

• Project: https://ramdajs.com

• License: MIT License

• Copyright (c) 2013-2018 Scott Sauyet and Michael Hurley

Python libraries

• Blinker

• Project: https://blinker.readthedocs.io

• License: MIT License

• Copyright 2010 Jason Kirtland

• cachelib

• Project: https://cachelib.readthedocs.io/en/stable/

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2018 Pallets

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• dash

• Project: https://plotly.com/dash

• License: MIT License

• Copyright (c) 2023 Plotly, Inc

• Dash Bootstrap Components

• Project: https://dash-bootstrap-components.com

• License: Apache License 2.0

• Copyright 2018-2025 Faculty Science Limited Copyright 2025 the dash-bootstrap-components maintainers

• Dash Core Components

• Project: https://dash.plotly.com

• License: MIT License

• Copyright (c) 2019 Plotly Technologies

• dash-extensions

• Project: https://www.dash-extensions.com/

• License: MIT License

• Copyright (c) 2021 Emil Haldrup Eriksen

• dash-html-components

• Project: https://dash.plotly.com

• License: MIT License

• COPYRIGHT HOLDER: Plotly, Inc.

• dash-table

• Project: https://pypi.org/project/dash-table/

• License: MIT License

• Copyright (c) 2018-Present Plotly, Inc

• dash_daq

• Project: https://dash.plotly.com/

• License: MIT License

• Copyright (c) 2019-2024 Plotly Technologies Inc.

• dash_interactive_graphviz

• Project: https://github.com/BusinessOptics/dash_interactive_graphviz

• License: MIT License

• Copyright 2019 James Saunders

• Dataclass Wizard

• Project: https://dataclass-wizard.readthedocs.io

• License: Apache License 2.0

• Copyright (c) 2021, Ritvik Nag

• EditorConfig

• Project: http://editorconfig.org

• License: PSF-2.0

• Copyright (c) 2011-2018 EditorConfig Team, including Hong Xu and Trey Hunner

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• Flask-Caching

• Project: https://flask-caching.readthedocs.io

• License: BSD

• Copyright (c) 2010 by Thadeus Burgess.Copyright (c) 2016 by Peter Justin. Copyright (c) 2017, Pallets Team

• Flask-session

• Project: https://flask-session.readthedocs.io

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets Community Ecosystem

• graphviz

• Project: https://graphviz.readthedocs.io

• License: MIT License

• Copyright (c) 2013-2025 Sebastian Bank

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• js-beautify

• Project: https://beautifier.io

• License: MIT License

• Copyright (c) 2007-2018 Einar Lielmanis, Liam Newman, and contributors.

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• more-itertools

• Project: https://more-itertools.rtfd.io

• License: MIT License

• Copyright (c) 2012 Erik Rose

• Narwhals

• Project: https://narwhals-dev.github.io/narwhals/

• License: MIT License

• Copyright (c) 2024, Marco Gorelli

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• plotly

• Project: https://plotly.com/

• License: MIT License

• Copyright (c) 2016-2024 Plotly Technologies Inc.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• six

• Project: https://six.readthedocs.io/

• License: MIT License

• Copyright (c) 2010-2020 Benjamin Peterson

• Typing Extensions

• Project: https://typing-extensions.readthedocs.io/en/latest/#

• License: PSF-2.0

• Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023 Python Software Foundation; All Rights Reserved

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Product Recommendation

Frontend libraries

• @vue/compiler-sfc

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/compiler-ssr

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/runtime-dom

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/server-renderer

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/shared

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• asynckit

• Project: http://npmjs.com/asynckit

• License: MIT License

• Copyright (c) 2016 Alex Indigo

• axios

• Project: https://axios-http.com

• License: MIT License

• Copyright (c) 2014-present Matt Zabriskie & Collaborators

• Babel

• Project: https://babel.dev

• License: MIT License

• Copyright (c) 2014-present Sebastian McKenzie and other contributors

• call-bind-apply-helpers

• Project: https://github.com/ljharb/call-bind-apply-helpers

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• core-js

• Project: https://core-js.io/

• License: MIT License

• Copyright (c) 2014-2025 Denis Pushkarev

• csstype

• Project: https://github.com/frenic/csstype/

• License: MIT License

• Copyright (c) 2017-2018 Fredrik Nicol

• delayed-stream

• Project: https://github.com/felixge/node-delayed-stream/blob/1.0.0/Readme.md

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• devtools-v6

• Project: https://devtools-v6.vuejs.org/

• License: MIT License

• Copyright (c) 2014-present Evan You

• dunder-proto

• Project: https://www.npmjs.com/package/dunder-proto

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• entities

• Project: https://github.com/fb55/entities

• License: BSD 2-clause “Simplified” License

• Copyright (c) Felix Böhm

• es-define-property

• Project: https://github.com/ljharb/es-define-property

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-errors

• Project: https://github.com/ljharb/es-errors/

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-object-atoms

• Project: https://www.npmjs.com/package/es-object-atoms

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-set-tostringtag

• Project: https://github.com/es-shims/es-set-tostringtag

• License: MIT License

• Copyright (c) 2022 ECMAScript Shims

• estree-walker

• Project: https://github.com/Rich-Harris/estree-walker

• License: MIT License

• Copyright (c) 2015-20 [these people](https://github.com/Rich-Harris/estree-walker/graphs/contributors)

• Follow Redirects

• Project: https://www.npmjs.com/package/follow-redirects

• License: MIT License

• Copyright 2014–present Olivier Lalonde <olalonde@gmail.com>, James Talmage <james@talmage.io>, Ruben Verborgh

• form-data

• Project: https://github.com/form-data/form-data#readme

• License: MIT License

• Copyright (c) 2012 Felix Geisendörfer (felix@debuggable.com) and contributors

• function-bind

• Project: https://github.com/Raynos/function-bind

• License: MIT License

• Copyright (c) 2013 Raynos.

• get-intrinsic

• Project: https://github.com/ljharb/get-intrinsic/blob/v1.3.0/README.md

• License: MIT License

• Copyright (c) 2020 Jordan Harband

• get-proto

• Project: https://github.com/ljharb/get-proto/blob/v1.0.1/README.md

• License: MIT License

• Copyright (c) 2025 Jordan Harband

• gopd

• Project: https://github.com/ljharb/gopd/tree/v1.2.0

• License: MIT License

• Copyright (c) 2022 Jordan Harband

• has-symbols

• Project: https://github.com/inspect-js/has-symbols/blob/v1.1.0/README.md

• License: MIT License

• Copyright (c) 2016 Jordan Harband

• has-tostringtag

• Project: https://github.com/inspect-js/has-tostringtag

• License: MIT License

• Copyright (c) 2021 Inspect JS

• hasown

• Project: https://github.com/inspect-js/hasOwn

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• jQuery

• Project: https://jquery.com

• License: MIT License

• Copyright OpenJS Foundation and other contributors, https://openjsf.org/

• magic-string

• Project: https://github.com/rich-harris/magic-string/

• License: MIT License

• Copyright 2018 Rich Harris

• math-intrinsics

• Project: https://github.com/es-shims/math-intrinsics

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• mime-db

• Project: https://github.com/jshttp/mime-db

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015-2022 Douglas Christopher Wilson <doug@somethingdoug.com>

• mime-types

• Project: https://github.com/jshttp/mime-types/

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015 Douglas Christopher Wilson <doug@somethingdoug.com>

• nanoid

• Project: https://zelark.github.io/nano-id-cc/

• License: MIT License

• Copyright 2017 Andrey Sitnik <andrey@sitnik.ru>

• node-combined-stream

• Project: https://github.com/felixge/node-combined-stream

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• picocolors

• Project: https://github.com/alexeyraspopov/picocolors/blob/v1.1.1/README.md

• License: ISC License

• Copyright (c) 2021-2024 Oleksii Raspopov, Kostiantyn Denysov, Anton Verinov

• postcss

• Project: https://postcss.org

• License: MIT License

• Copyright 2013 Andrey Sitnik <andrey@sitnik.ru>

• proxy-from-env

• Project: https://github.com/Rob–W/proxy-from-env

• License: MIT License

• Copyright (C) 2016-2018 Rob Wu <rob@robwu.nl>

• Quasar

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• Quasar Framework Extras Package

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• source-map-js

• Project: https://github.com/7rulnik/source-map-js

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2009-2011, Mozilla Foundation and contributors

• sourcemap-codec

• Project: https://github.com/jridgewell/sourcemaps/

• License: MIT License

• Copyright 2024 Justin Ridgewell <justin@ridgewell.name>

• vue-router

• Project: https://router.vuejs.org/

• License: MIT License

• Copyright (c) 2019-present Eduardo San Martin Morote

• Vue.js

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs/core

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• Vuex

• Project: https://vuex.vuejs.org

• License: MIT License

• Copyright (c) 2015-present Evan You

Python libraries

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• IMAGEIO

• Project: https://imageio.readthedocs.io

• License: BSD 2-clause “Simplified” License

• Copyright (c) 2014-2022, imageio developers

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• lazy-loader

• Project: https://github.com/scientific-python/lazy-loader

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2022–2023, Scientific Python project

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• networkx

• Project: https://networkx.org

• License: BSD

• Copyright (c) 2004-2023, NetworkX Developers
  Aric Hagberg <hagberg@lanl.gov>
  Dan Schult <dschult@colgate.edu>
  Pieter Swart <swart@lanl.gov>
  All rights reserved.

• NumPy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2023, NumPy Developers.

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• pillow

• Project: https://python-pillow.org/

• License: CMU License

• Copyright © 1997-2011 by Secret Labs AB Copyright © 1995-2011 by Fredrik Lundh and contributors Copyright © 2010 by Jeffrey A. Clark and contributors

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• scikit-image

• Project: https://scikit-image.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright: 2009-2022 the scikit-image teamCopyright: 2007-2010 the Sphinx teamCopyright: 2003-2009 Massachusetts Institute of TechnologyCopyright: 2009-2015 Board of Regents of the University ofCopyright: 2003-2009 Massachusetts Institute of TechnologyCopyright: 2003-2009 Massachusetts Institute of TechnologyCopyright: 2020 Broad InstituteCopyright: 1994 Karel ZuiderveldCopyright: 2003-2009 Massachusetts Institute of TechnologyCopyright: 2013 The IPython Development TeamCopyright: 2009-2011 Pierre RaybautCopyright: 2014 2014 Dan OneataCopyright: 2005-2023, NumPy DevelopersCopyright: 2007-2024 The scikit-learn developersCopyright: 2007 Zachary Pincus

• scikit-learn

• Project: https://scikit-learn.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2023 The scikit-learn developers.All rights reserved.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• Tifffile

• Project: https://pypi.org/project/tifffile

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2024, Christoph Gohlke

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

Real Estate Pricing

Python libraries

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• GeographicLib

• Project: https://geographiclib.sourceforge.io/

• License: MIT License

• Copyright (c) 2008-2023, Charles Karney

• geojson

• Project: https://pypi.python.org/pypi/geojson/

• License: BSD 3-clause “New” or “Revised” License

• Copyright © 2014, contributors of python-geojson

• geopy

• Project: https://geopy.readthedocs.io/

• License: MIT License

• Copyright (c) 2006-2018 geopy authors

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• joblib

• Project: http://joblib.readthedocs.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2008-2021, The joblib developers.

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• Numpy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2024, NumPy Developers.
  copyright notice, this list of conditions and the following

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• pyproj

• Project: https://pyproj4.github.io/pyproj

• License: MIT License

• Copyright (c) 2006-2018, Jeffrey Whitaker.
  Copyright (c) 2019-2021, Open source contributors.

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• scikit-learn

• Project: https://scikit-learn.org/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007-2024 The scikit-learn developers.

• scipy

• Project: https://scipy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2001-2002 Enthought, Inc. 2003-2024, SciPy Developers.All rights reserved.

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• Shapely

• Project: https://shapely.readthedocs.io/en/stable/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007, Sean C. Gillies

• Thread-pool Controls

• Project: https://github.com/joblib/threadpoolctl/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, threadpoolctl contributors

• werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License

Reconciliation

Frontend libraries

• @vue/compiler-sfc

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/compiler-ssr

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/runtime-dom

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/server-renderer

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/shared

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• asynckit

• Project: http://npmjs.com/asynckit

• License: MIT License

• Copyright (c) 2016 Alex Indigo

• Axios

• Project: https://axios-http.com

• License: MIT License

• Copyright (c) 2014-present Matt Zabriskie & Collaborators

• Babel

• Project: https://babel.dev

• License: MIT License

• Copyright (c) 2014-present Sebastian McKenzie and other contributors

• call-bind-apply-helpers

• Project: https://github.com/ljharb/call-bind-apply-helpers

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• csstype

• Project: https://github.com/frenic/csstype/

• License: MIT License

• Copyright (c) 2017-2018 Fredrik Nicol

• delayed-stream

• Project: https://github.com/felixge/node-delayed-stream/blob/1.0.0/Readme.md

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• devtools-v6

• Project: https://devtools-v6.vuejs.org/

• License: MIT License

• Copyright (c) 2014-present Evan You

• dunder-proto

• Project: https://www.npmjs.com/package/dunder-proto

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• entities

• Project: https://github.com/fb55/entities

• License: BSD 2-clause “Simplified” License

• Copyright (c) Felix Böhm

• es-define-property

• Project: https://github.com/ljharb/es-define-property

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-errors

• Project: https://github.com/ljharb/es-errors

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-object-atoms

• Project: https://www.npmjs.com/package/es-object-atoms

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-set-tostringtag

• Project: https://github.com/es-shims/es-set-tostringtag

• License: MIT License

• Copyright (c) 2022 ECMAScript Shims

• estree-walker

• Project: https://github.com/Rich-Harris/estree-walker

• License: MIT License

• Copyright (c) 2015-20 [these people](https://github.com/Rich-Harris/estree-walker/graphs/contributors)

• Follow Redirects

• Project: https://www.npmjs.com/package/follow-redirects

• License: MIT License

• Copyright 2014–present Olivier Lalonde <olalonde@gmail.com>, James Talmage <james@talmage.io>, Ruben Verborgh

• form-data

• Project: https://github.com/form-data/form-data#readme

• License: MIT License

• Copyright (c) 2012 Felix Geisendörfer (felix@debuggable.com) and contributors

• function-bind

• Project: https://github.com/Raynos/function-bind

• License: MIT License

• Copyright (c) 2013 Raynos.

• get-intrinsic

• Project: https://github.com/ljharb/get-intrinsic/blob/v1.3.0/README.md

• License: MIT License

• Copyright (c) 2020 Jordan Harband

• get-proto

• Project: https://github.com/ljharb/get-proto/blob/v1.0.1/README.md

• License: MIT License

• Copyright (c) 2025 Jordan Harband

• gopd

• Project: https://github.com/ljharb/gopd/tree/v1.2.0

• License: MIT License

• Copyright (c) 2022 Jordan Harband

• has-symbols

• Project: https://github.com/inspect-js/has-symbols/blob/v1.1.0/README.md

• License: MIT License

• Copyright (c) 2016 Jordan Harband

• has-tostringtag

• Project: https://github.com/inspect-js/has-tostringtag

• License: MIT License

• Copyright (c) 2021 Inspect JS

• hasown

• Project: https://github.com/inspect-js/hasOwn

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• lodash v4.17.21

• Project: https://lodash.com/

• License: MIT License

• Copyright OpenJS Foundation and other contributors <https://openjsf.org/>
  Copyright and related rights for sample code are waived via CC0. Sample

• magic-string

• Project: https://github.com/rich-harris/magic-string/

• License: MIT License

• Copyright 2018 Rich Harris

• math-intrinsics

• Project: https://github.com/es-shims/math-intrinsics

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• mime-db

• Project: https://github.com/jshttp/mime-db

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015-2022 Douglas Christopher Wilson <doug@somethingdoug.com>

• mime-types

• Project: https://github.com/jshttp/mime-types

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015 Douglas Christopher Wilson <doug@somethingdoug.com>

• nanoid

• Project: https://zelark.github.io/nano-id-cc/

• License: MIT License

• Copyright 2017 Andrey Sitnik <andrey@sitnik.ru>

• node-combined-stream

• Project: https://github.com/felixge/node-combined-stream

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• picocolors

• Project: https://github.com/alexeyraspopov/picocolors/blob/v1.1.1/README.md

• License: ISC License

• Copyright (c) 2021-2024 Oleksii Raspopov, Kostiantyn Denysov, Anton Verinov

• Pinia

• Project: https://pinia.vuejs.org

• License: MIT License

• Copyright (c) 2019-present Eduardo San Martin Morote

• postcss

• Project: https://postcss.org

• License: MIT License

• Copyright 2013 Andrey Sitnik <andrey@sitnik.ru>

• proxy-from-env

• Project: https://github.com/Rob–W/proxy-from-env

• License: MIT License

• Copyright (C) 2016-2018 Rob Wu <rob@robwu.nl>

• Quasar

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• source-map-js

• Project: https://github.com/7rulnik/source-map-js

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2009-2011, Mozilla Foundation and contributors

• sourcemap-codec

• Project: https://github.com/jridgewell/sourcemaps/

• License: MIT License

• Copyright 2024 Justin Ridgewell <justin@ridgewell.name>

• Vue Demi

• Project: https://github.com/vueuse/vue-demi

• License: MIT License

• Copyright (c) 2020-present, Anthony Fu

• vue-router

• Project: https://router.vuejs.org/

• License: MIT License

• Copyright (c) 2019-present Eduardo San Martin Morote

• Vue.js

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs/core

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

Social Determinants of Health

Frontend libraries

• @vue/compiler-sfc

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/compiler-ssr

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/runtime-dom

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/server-renderer

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• @vue/shared

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• asynckit

• Project: http://npmjs.com/asynckit

• License: MIT License

• Copyright (c) 2016 Alex Indigo

• axios

• Project: https://axios-http.com

• License: MIT License

• Copyright (c) 2014-present Matt Zabriskie & Collaborators

• Babel

• Project: https://babel.dev

• License: MIT License

• Copyright (c) 2014-present Sebastian McKenzie and other contributors

• call-bind-apply-helpers

• Project: https://github.com/ljharb/call-bind-apply-helpers

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• csstype

• Project: https://github.com/frenic/csstype/

• License: MIT License

• Copyright (c) 2017-2018 Fredrik Nicol

• delayed-stream

• Project: https://github.com/felixge/node-delayed-stream/blob/1.0.0/Readme.md

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• dunder-proto

• Project: https://www.npmjs.com/package/dunder-proto

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• entities

• Project: https://github.com/fb55/entities

• License: BSD 2-clause “Simplified” License

• Copyright (c) Felix Böhm

• es-define-property

• Project: https://github.com/ljharb/es-define-property

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-errors

• Project: https://github.com/ljharb/es-errors

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-object-atoms

• Project: https://www.npmjs.com/package/es-object-atoms

• License: MIT License

• Copyright (c) 2024 Jordan Harband

• es-set-tostringtag

• Project: https://github.com/es-shims/es-set-tostringtag

• License: MIT License

• Copyright (c) 2022 ECMAScript Shims

• estree-walker

• Project: https://github.com/Rich-Harris/estree-walker

• License: MIT License

• Copyright (c) 2015-20 [these people](https://github.com/Rich-Harris/estree-walker/graphs/contributors)

• Follow Redirects

• Project: https://www.npmjs.com/package/follow-redirects

• License: MIT License

• Copyright 2014–present Olivier Lalonde <olalonde@gmail.com>, James Talmage <james@talmage.io>, Ruben Verborgh

• form-data

• Project: https://github.com/form-data/form-data#readme

• License: MIT License

• Copyright (c) 2012 Felix Geisendörfer (felix@debuggable.com) and contributors

• function-bind

• Project: https://github.com/Raynos/function-bind

• License: MIT License

• Copyright (c) 2013 Raynos.

• get-intrinsic

• Project: https://github.com/ljharb/get-intrinsic/blob/v1.3.0/README.md

• License: MIT License

• Copyright (c) 2020 Jordan Harband

• get-proto

• Project: https://github.com/ljharb/get-proto/blob/v1.0.1/README.md

• License: MIT License

• Copyright (c) 2025 Jordan Harband

• gopd

• Project: https://github.com/ljharb/gopd/tree/v1.2.0

• License: MIT License

• Copyright (c) 2022 Jordan Harband

• has-symbols

• Project: https://github.com/inspect-js/has-symbols/blob/v1.1.0/README.md

• License: MIT License

• Copyright (c) 2016 Jordan Harband

• has-tostringtag

• Project: https://github.com/inspect-js/has-tostringtag

• License: MIT License

• Copyright (c) 2021 Inspect JS

• hasown

• Project: https://github.com/inspect-js/hasOwn

• License: MIT License

• Copyright (c) Jordan Harband and contributors

• magic-string

• Project: https://github.com/rich-harris/magic-string/

• License: MIT License

• Copyright 2018 Rich Harris

• math-intrinsics

• Project: https://github.com/es-shims/math-intrinsics

• License: MIT License

• Copyright (c) 2024 ECMAScript Shims

• mime-db

• Project: https://github.com/jshttp/mime-db

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015-2022 Douglas Christopher Wilson <doug@somethingdoug.com>

• mime-types

• Project: https://github.com/jshttp/mime-types

• License: MIT License

• Copyright (c) 2014 Jonathan Ong <me@jongleberry.com>
  Copyright (c) 2015 Douglas Christopher Wilson <doug@somethingdoug.com>

• nanoid

• Project: https://zelark.github.io/nano-id-cc/

• License: MIT License

• Copyright 2017 Andrey Sitnik <andrey@sitnik.ru>

• node-combined-stream

• Project: https://github.com/felixge/node-combined-stream

• License: MIT License

• Copyright (c) 2011 Debuggable Limited <felix@debuggable.com>

• picocolors

• Project: https://github.com/alexeyraspopov/picocolors/blob/v1.1.1/README.md

• License: ISC License

• Copyright (c) 2021-2024 Oleksii Raspopov, Kostiantyn Denysov, Anton Verinov

• Plotly.js

• Project: https://plotly.com/javascript/

• License: MIT License

• Copyright (c) 2021 Plotly, Inc

• postcss

• Project: https://postcss.org

• License: MIT License

• Copyright 2013 Andrey Sitnik <andrey@sitnik.ru>

• proxy-from-env

• Project: https://github.com/Rob–W/proxy-from-env

• License: MIT License

• Copyright (C) 2016-2018 Rob Wu <rob@robwu.nl>

• Quasar

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• Quasar Framework Extras Package

• Project: https://quasar.dev

• License: MIT License

• Copyright (c) 2015-present Razvan Stoenescu

• source-map-js

• Project: https://github.com/7rulnik/source-map-js

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2009-2011, Mozilla Foundation and contributors

• sourcemap-codec

• Project: https://github.com/jridgewell/sourcemaps/

• License: MIT License

• Copyright 2024 Justin Ridgewell <justin@ridgewell.name>

• Vue.js

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

• vuejs/core

• Project: https://vuejs.org/

• License: MIT License

• Copyright (c) 2018-present, Yuxi (Evan) You and Vue contributors

Python libraries

• Blinker

• Project: https://blinker.readthedocs.io

• License: MIT License

• Copyright 2010 Jason Kirtland

• charset-normalizer

• Project: https://charset-normalizer.readthedocs.io/en/stable/

• License: MIT License

• Copyright (c) 2025 TAHRI Ahmed R.

• Click

• Project: https://click.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2014 Pallets

• Flask

• Project: https://flask.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• geojson-rewind

• Project: https://pypi.org/project/geojson-rewind/

• License: MIT License

• Copyright (c) 2018 chris48s

• idna

• Project: https://pypi.org/project/idna/

• License: BSD

• Copyright (c) 2013-2024, Kim Davies and contributors.

• importlib_metadata

• Project: https://importlib-metadata.readthedocs.io

• License: Apache License 2.0

• Copyright © Jason R. Coombs

• ItsDangerous

• Project: https://itsdangerous.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2011 Pallets

• Jinja2

• Project: https://jinja.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• MarkupSafe

• Project: https://markupsafe.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2010 Pallets

• Numpy

• Project: https://numpy.org

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2005-2024, NumPy Developers.
  copyright notice, this list of conditions and the following

• packaging

• Project: https://packaging.pypa.io/

• License: Apache License 2.0

• License: BSD 2-clause “Simplified” License

• Copyright (c) Donald Stufft and individual contributors.All rights reserved.

• pip

• Project: https://pip.pypa.io/

• License: MIT License

• Copyright (c) 2008-present The pip developers (see AUTHORS.txt file)

• python-certifi

• Project: https://github.com/certifi/python-certifi

• License: Mozilla Public License 2.0

• requests

• Project: https://requests.readthedocs.io/en/latest/

• License: Apache License 2.0

• Copyright 2019 Kenneth Reitz

• setuptools

• Project: https://pypi.org/project/setuptools/

• License: MIT License

• Shapely

• Project: https://shapely.readthedocs.io/en/stable/

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2007, Sean C. Gillies

• sodapy

• Project: https://github.com/afeld/sodapy

• License: MIT License

• Copyright (c) 2015 Cristina Munoz

• topojson

• Project: https://mattijn.github.io/topojson

• License: BSD 3-clause “New” or “Revised” License

• Copyright (c) 2019, Mattijn van Hoek

• urllib3

• Project: https://urllib3.readthedocs.io/

• License: MIT License

• Copyright (c) 2008-2020 Andrey Petrov and contributors (see CONTRIBUTORS.txt)

• Werkzeug

• Project: https://werkzeug.palletsprojects.com

• License: BSD 3-clause “New” or “Revised” License

• Copyright 2007 Pallets

• wheel

• Project: https://github.com/pypa/wheel

• License: MIT License

• Copyright (c) 2012 Daniel Holth <dholth@fastmail.fm> and contributors

• zipp

• Project: https://github.com/jaraco/zipp

• License: MIT License